Cricket Wireless Data Report

Dataset info

Number of variables	147
Number of observations	7012
Missing cells	0 (0.0%)
Duplicate rows	0 (0.0%)
Total size in memory	7.9 MiB
Average record size in memory	1.1 KiB

Variables types

Numeric	92
Categorical	20
Boolean	24
Date	0
URL	0
Text (Unique)	0
Rejected	11
Unsupported	0

Warnings

`AVG_CALL_DURATION` is highly skewed (γ1 = 25.14332869)	Skewed
`CALL_1MONTH_TO_DEACT` has 6822 (97.3%) zeros	Zeros
`CALL_2MONTHS_TO_DEACT` has constant value "0"	Rejected
`CALL_3MONTHS_TO_DEACT` has constant value "0"	Rejected
`CALLS_12MONTH` is highly skewed (γ1 = 62.36234148)	Skewed
`CALLS_12MONTH` has 6995 (99.8%) zeros	Zeros
`CALLS_1MONTH` has 6690 (95.4%) zeros	Zeros
`CALLS_1MONTH_TO_DEACT` has 3575 (51.0%) zeros	Zeros
`CALLS_2MONTH` is highly skewed (γ1 = 60.84577688)	Skewed
`CALLS_2MONTH` has 7000 (99.8%) zeros	Zeros
`CALLS_2MONTH_TO_DEACT` has 2945 (42.0%) zeros	Zeros
`CALLS_3MONTH_TO_DEACT` has 4082 (58.2%) zeros	Zeros
`CALLS_4MONTH` is highly skewed (γ1 = 36.7807217)	Skewed
`CALLS_4MONTH` has 7002 (99.9%) zeros	Zeros
`CALLS_5MONTH` is highly skewed (γ1 = 34.75029702)	Skewed
`CALLS_5MONTH` has 7004 (99.9%) zeros	Zeros
`CALLS_6MONTH` is highly skewed (γ1 = 46.57213004)	Skewed
`CALLS_6MONTH` has 7003 (99.9%) zeros	Zeros
`CALLS_7MONTH` is highly skewed (γ1 = 52.87959861)	Skewed
`CALLS_7MONTH` has 7004 (99.9%) zeros	Zeros
`CALLS_8MONTH` is highly skewed (γ1 = 41.83546028)	Skewed
`CALLS_8MONTH` has 7002 (99.9%) zeros	Zeros
`CALLS_9MONTH` is highly skewed (γ1 = 48.92134464)	Skewed
`CALLS_9MONTH` has 7003 (99.9%) zeros	Zeros
`CASH_PAYMENTS` has 707 (10.1%) zeros	Zeros
`CC_PAYMENTS` is highly skewed (γ1 = 37.25513039)	Skewed
`CC_PAYMENTS` has 3801 (54.2%) zeros	Zeros
`CHECK_PAYMENTS` has 5908 (84.3%) zeros	Zeros
`COUPON_ADJUSTMENTS` is highly skewed (γ1 = 54.44044791)	Skewed
`COUPON_ADJUSTMENTS` has 7002 (99.9%) zeros	Zeros
`DATA_1MONTH_TO_DEACT` has 3296 (47.0%) zeros	Zeros
`DATA_2MONTH_TO_DEACT` has 2441 (34.8%) zeros	Zeros
`DATA_3MONTH_TO_DEACT` has 3973 (56.7%) zeros	Zeros
`DATA_USED_10MONTH` has 5746 (81.9%) zeros	Zeros
`DATA_USED_11MONTH` has 6073 (86.6%) zeros	Zeros
`DATA_USED_12MONTH` has 6307 (89.9%) zeros	Zeros
`DATA_USED_1MONTH` has 76 (1.1%) zeros	Zeros
`DATA_USED_2MONTH` has 690 (9.8%) zeros	Zeros
`DATA_USED_3MONTH` has 1836 (26.2%) zeros	Zeros
`DATA_USED_4MONTH` has 2565 (36.6%) zeros	Zeros
`DATA_USED_5MONTH` has 3428 (48.9%) zeros	Zeros
`DATA_USED_6MONTH` has 3879 (55.3%) zeros	Zeros
`DATA_USED_7MONTH` has 4352 (62.1%) zeros	Zeros
`DATA_USED_8MONTH` has 4883 (69.6%) zeros	Zeros
`DATA_USED_9MONTH` has 5375 (76.7%) zeros	Zeros
`DROP_CALLS_10MONTH` has constant value "0"	Rejected
`DROP_CALLS_12MONTH` is highly correlated with `DROP_CALLS_11MONTH` (ρ = 0.9021720876)	Rejected
`DROP_CALLS_1MONTH` has 6918 (98.7%) zeros	Zeros
`DROP_CALLS_1MONTH_TO_DEACT` is highly skewed (γ1 = 25.20824484)	Skewed
`DROP_CALLS_1MONTH_TO_DEACT` has 6968 (99.4%) zeros	Zeros
`DROP_CALLS_2MONTH` is highly skewed (γ1 = 69.03942082)	Skewed
`DROP_CALLS_2MONTH` has 7008 (99.9%) zeros	Zeros
`DROP_CALLS_2MONTHS_TO_DEACT` has constant value "0"	Rejected
`DROP_CALLS_3MONTHS_TO_DEACT` has constant value "0"	Rejected
`DROP_CALLS_7MONTH` is highly skewed (γ1 = 57.42580919)	Skewed
`DROP_CALLS_7MONTH` has 7007 (99.9%) zeros	Zeros
`MESSAGES_SENT_10MONTH` has 5932 (84.6%) zeros	Zeros
`MESSAGES_SENT_11MONTH` has 6204 (88.5%) zeros	Zeros
`MESSAGES_SENT_12MONTH` has 6415 (91.5%) zeros	Zeros
`MESSAGES_SENT_1MONTH` has 219 (3.1%) zeros	Zeros
`MESSAGES_SENT_2MONTH` has 783 (11.2%) zeros	Zeros
`MESSAGES_SENT_3MONTH` has 1792 (25.6%) zeros	Zeros
`MESSAGES_SENT_4MONTH` has 2462 (35.1%) zeros	Zeros
`MESSAGES_SENT_5MONTH` has 3703 (52.8%) zeros	Zeros
`MESSAGES_SENT_6MONTH` has 4122 (58.8%) zeros	Zeros
`MESSAGES_SENT_7MONTH` has 4654 (66.4%) zeros	Zeros
`MESSAGES_SENT_8MONTH` is highly correlated with `MESSAGES_SENT_7MONTH` (ρ = 1)	Rejected
`MESSAGES_SENT_9MONTH` has 5147 (73.4%) zeros	Zeros
`NUM_DROPPED_CALLS` is highly skewed (γ1 = 38.57224558)	Skewed
`NUM_DROPPED_CALLS` has 5904 (84.2%) zeros	Zeros
`NUM_IVR_CALLS` has 2024 (28.9%) zeros	Zeros
`SMS_1MONTH_TO_DEACT` has 3788 (54.0%) zeros	Zeros
`SMS_2MONTH_TO_DEACT` has 3182 (45.4%) zeros	Zeros
`SMS_3MONTH_TO_DEACT` has 4179 (59.6%) zeros	Zeros
`tenure` has 74 (1.1%) zeros	Zeros
`TOTAL_CALLS_MADE_10MONTH` has 5758 (82.1%) zeros	Zeros
`TOTAL_CALLS_MADE_11MONTH` has 6063 (86.5%) zeros	Zeros
`TOTAL_CALLS_MADE_12MONTH` has 6312 (90.0%) zeros	Zeros
`TOTAL_CALLS_MADE_1MONTH` has 78 (1.1%) zeros	Zeros
`TOTAL_CALLS_MADE_2MONTH` has 711 (10.1%) zeros	Zeros
`TOTAL_CALLS_MADE_3MONTH` has 1787 (25.5%) zeros	Zeros
`TOTAL_CALLS_MADE_4MONTH` has 2487 (35.5%) zeros	Zeros
`TOTAL_CALLS_MADE_5MONTH` has 3410 (48.6%) zeros	Zeros
`TOTAL_CALLS_MADE_6MONTH` has 3802 (54.2%) zeros	Zeros
`TOTAL_CALLS_MADE_7MONTH` has 4351 (62.1%) zeros	Zeros
`TOTAL_CALLS_MADE_8MONTH` is highly correlated with `TOTAL_CALLS_MADE_7MONTH` (ρ = 1)	Rejected
`TOTAL_CALLS_MADE_9MONTH` has 4911 (70.0%) zeros	Zeros
`total_drop_calls` is highly skewed (γ1 = 43.89367723)	Skewed
`total_drop_calls` has 6910 (98.5%) zeros	Zeros
`TOTAL_MINUTES_10MONTH` has 5758 (82.1%) zeros	Zeros
`TOTAL_MINUTES_11MONTH` has 6063 (86.5%) zeros	Zeros
`TOTAL_MINUTES_12MONTH` has 6312 (90.0%) zeros	Zeros
`TOTAL_MINUTES_1MONTH` has 78 (1.1%) zeros	Zeros
`TOTAL_MINUTES_2MONTH` has 711 (10.1%) zeros	Zeros
`TOTAL_MINUTES_3MONTH` has 1787 (25.5%) zeros	Zeros
`TOTAL_MINUTES_4MONTH` has 2489 (35.5%) zeros	Zeros
`TOTAL_MINUTES_5MONTH` has 3410 (48.6%) zeros	Zeros
`TOTAL_MINUTES_6MONTH` has 3803 (54.2%) zeros	Zeros
`TOTAL_MINUTES_7MONTH` has 4351 (62.1%) zeros	Zeros
`TOTAL_MINUTES_8MONTH` is highly correlated with `TOTAL_MINUTES_7MONTH` (ρ = 1)	Rejected
`TOTAL_MINUTES_9MONTH` has 4911 (70.0%) zeros	Zeros
`TRANSFER_COUNT` is highly correlated with `RETURNS_COUNT` (ρ = 1)	Rejected
`WINBACK_ADD_COUNT` is highly correlated with `TRANSFER_COUNT` (ρ = 1)	Rejected

ABP
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

N	6484
Y	528

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Value	Count	Frequency (%)
N	6484	92.5%
Y	528	7.5%

ACTIVE_PHONE_FLAG
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

I	4861
A	2151

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Common values
Composition

Value	Count	Frequency (%)
I	4861	69.3%
A	2151	30.7%

Max length	1
Mean length	1
Min length	1
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

autobillpay
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	6484
1	528

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Value	Count	Frequency (%)
0	6484	92.5%
1	528	7.5%

AVG_CALL_DURATION
Numeric

Distinct count	1013
Unique (%)	14.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	97.3978893
Minimum	0
Maximum	6909
Zeros (%)	< 0.1%

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Quantile statistics

Minimum	0
5-th percentile	53.60328587
Q1	84
Median	84
Q3	84
95-th percentile	135.4905154
Maximum	6909
Range	6909
Interquartile range	0

Descriptive statistics

Standard deviation	132.7233989
Coef of variation	1.362692763
Kurtosis	1060.678855
Mean	97.3978893
MAD	30.86466115
Skewness	25.14332869
Sum	682953.9998
Variance	17615.50061
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 12.71428571 28.95238095 58.35902255 83.91544117 ... 303.39906105 480.71428575 722.98828125 1687.3482145 6909. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
84	5904	84.2%
19	7	0.1%
20	6	0.1%
24	5	0.1%
25	5	0.1%
15	5	0.1%
33	5	0.1%
45	5	0.1%
6	4	0.1%
27	4	0.1%
Other values (1003)	1062	15.1%

Minimum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	1	< 0.1%
2.15625	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
6909	1	< 0.1%
2504.572519	1	< 0.1%
2465.5	1	< 0.1%
2335.336449	1	< 0.1%
1761.125	1	< 0.1%

AVG_IVR_DURATION
Numeric

Distinct count	3152
Unique (%)	45.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	78.65547287
Minimum	1
Maximum	1261
Zeros (%)	0.0%

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Quantile statistics

Minimum	1
5-th percentile	12.51309524
Q1	42.4409091
Median	67.85714
Q3	94.175
95-th percentile	190.5583333
Maximum	1261
Range	1260
Interquartile range	51.73409091

Descriptive statistics

Standard deviation	63.64381716
Coef of variation	0.8091467109
Kurtosis	40.11578641
Mean	78.65547287
MAD	40.43064376
Skewness	4.011727514
Sum	551532.1757
Variance	4050.535463
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[1.00000000e+00 4.83333333e+00 5.12500000e+00 7.83333333e+00 8.08333333e+00 ... 1.76291667e+02 2.35800000e+02 2.99700000e+02 5.36541667e+02 1.26100000e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
67.85714	2025	28.9%
13	39	0.6%
11	37	0.5%
14	36	0.5%
15	33	0.5%
10	32	0.5%
12	31	0.4%
9	27	0.4%
5	24	0.3%
8	24	0.3%
Other values (3142)	4704	67.1%

Minimum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	9	0.1%
4	8	0.1%
4.5	5	0.1%

Maximum 5 values

Value	Count	Frequency (%)
1261	1	< 0.1%
1084.333333	1	< 0.1%
896.5	1	< 0.1%
702.7142857	1	< 0.1%
701	1	< 0.1%

bluecollar_occ
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	6552
1	460

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Value	Count	Frequency (%)
0	6552	93.4%
1	460	6.6%

bundle
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	6875
1	137

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Value	Count	Frequency (%)
0	6875	98.0%
1	137	2.0%

BUNDLE_STATUS
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	4907
N	1968
Y	137

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Common values
Composition

Value	Count	Frequency (%)
0	4907	70.0%
N	1968	28.1%
Y	137	2.0%

Max length	1
Mean length	1
Min length	1
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	False

CALL_1MONTH_TO_DEACT
Numeric

Distinct count	11
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.06374786081
Minimum	0
Maximum	12
Zeros (%)	97.3%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	12
Range	12
Interquartile range	0

Descriptive statistics

Standard deviation	0.5076092939
Coef of variation	7.962765926
Kurtosis	222.4757549
Mean	0.06374786081
MAD	0.1240410458
Skewness	12.96304251
Sum	447
Variance	0.2576671953
Memory size	54.9 KiB

Histogram with fixed size bins (bins=11)

Histogram with variable size bins (bins=[ 0. 0.5 2.5 4.5 12. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	6822	97.3%
1	82	1.2%
2	51	0.7%
3	26	0.4%
4	14	0.2%
5	5	0.1%
6	4	0.1%
8	3	< 0.1%
11	2	< 0.1%
12	2	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	6822	97.3%
1	82	1.2%
2	51	0.7%
3	26	0.4%
4	14	0.2%

Maximum 5 values

Value	Count	Frequency (%)
12	2	< 0.1%
11	2	< 0.1%
10	1	< 0.1%
8	3	< 0.1%
6	4	0.1%

CALL_2MONTHS_TO_DEACT
Constant

This variable is constant and should be ignored for analysis

Constant value	0

CALL_3MONTHS_TO_DEACT
Constant

This variable is constant and should be ignored for analysis

Constant value	0

CALLS_10MONTH
Categorical

Distinct count	4
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

0	7007
1	3
2	1

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Common values
Composition

Value	Count	Frequency (%)
0	7007	99.9%
1	3	< 0.1%
2	1	< 0.1%
5	1	< 0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

CALLS_11MONTH
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	7006
1	5
7	1

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Common values
Composition

Value	Count	Frequency (%)
0	7006	99.9%
1	5	0.1%
7	1	< 0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

CALLS_12MONTH
Numeric

Distinct count	12
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.04806046777
Minimum	0
Maximum	152
Zeros (%)	99.8%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	152
Range	152
Interquartile range	0

Descriptive statistics

Standard deviation	2.096951337
Coef of variation	43.63152159
Kurtosis	4224.931747
Mean	0.04806046777
MAD	0.09588789847
Skewness	62.36234148
Sum	337
Variance	4.39720491
Memory size	54.9 KiB

Histogram with fixed size bins (bins=12)

Histogram with variable size bins (bins=[ 0. 0.5 10. 152. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	6995	99.8%
4	4	0.1%
1	3	< 0.1%
5	2	< 0.1%
79	1	< 0.1%
7	1	< 0.1%
3	1	< 0.1%
26	1	< 0.1%
21	1	< 0.1%
152	1	< 0.1%
Other values (2)	2	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	6995	99.8%
1	3	< 0.1%
3	1	< 0.1%
4	4	0.1%
5	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
152	1	< 0.1%
79	1	< 0.1%
26	1	< 0.1%
21	1	< 0.1%
12	1	< 0.1%

CALLS_1MONTH
Numeric

Distinct count	14
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.105675984
Minimum	0
Maximum	20
Zeros (%)	95.4%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	20
Range	20
Interquartile range	0

Descriptive statistics

Standard deviation	0.6946105562
Coef of variation	6.57302189
Kurtosis	208.6705913
Mean	0.105675984
MAD	0.2016464156
Skewness	12.04959513
Sum	741
Variance	0.4824838248
Memory size	54.9 KiB

Histogram with fixed size bins (bins=14)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 6.5 11.5 20. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	6690	95.4%
1	176	2.5%
2	58	0.8%
3	31	0.4%
4	22	0.3%
5	10	0.1%
6	8	0.1%
11	4	0.1%
7	4	0.1%
9	3	< 0.1%
Other values (4)	6	0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	6690	95.4%
1	176	2.5%
2	58	0.8%
3	31	0.4%
4	22	0.3%

Maximum 5 values

Value	Count	Frequency (%)
20	1	< 0.1%
15	1	< 0.1%
12	1	< 0.1%
11	4	0.1%
9	3	< 0.1%

CALLS_1MONTH_TO_DEACT
Numeric

Distinct count	672
Unique (%)	9.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	79.68653736
Minimum	0
Maximum	3560
Zeros (%)	51.0%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	51
95-th percentile	442
Maximum	3560
Range	3560
Interquartile range	51

Descriptive statistics

Standard deviation	211.3916373
Coef of variation	2.652789848
Kurtosis	47.10131507
Mean	79.68653736
MAD	112.3128619
Skewness	5.552538684
Sum	558762
Variance	44686.42433
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 4.5000e+00 1.1500e+01 ... 4.7200e+02 6.9600e+02 1.1180e+03 1.5735e+03 3.5600e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3575	51.0%
1	125	1.8%
2	81	1.2%
4	80	1.1%
3	78	1.1%
5	64	0.9%
7	60	0.9%
6	59	0.8%
11	56	0.8%
9	52	0.7%
Other values (662)	2782	39.7%

Minimum 5 values

Value	Count	Frequency (%)
0	3575	51.0%
1	125	1.8%
2	81	1.2%
3	78	1.1%
4	80	1.1%

Maximum 5 values

Value	Count	Frequency (%)
3560	1	< 0.1%
2851	1	< 0.1%
2828	1	< 0.1%
2813	1	< 0.1%
2692	1	< 0.1%

CALLS_2MONTH
Numeric

Distinct count	5
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.004706217912
Minimum	0
Maximum	13
Zeros (%)	99.8%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	13
Range	13
Interquartile range	0

Descriptive statistics

Standard deviation	0.1766761911
Coef of variation	37.5410137
Kurtosis	4258.025469
Mean	0.004706217912
MAD	0.009396327834
Skewness	60.84577688
Sum	33
Variance	0.03121447651
Memory size	54.9 KiB

Histogram with fixed size bins (bins=5)

Histogram with variable size bins (bins=[ 0. 0.5 3. 13. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	7000	99.8%
1	6	0.1%
2	3	< 0.1%
4	2	< 0.1%
13	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	7000	99.8%
1	6	0.1%
2	3	< 0.1%
4	2	< 0.1%
13	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
13	1	< 0.1%
4	2	< 0.1%
2	3	< 0.1%
1	6	0.1%
0	7000	99.8%

CALLS_2MONTH_TO_DEACT
Numeric

Distinct count	1108
Unique (%)	15.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	217.5597547
Minimum	0
Maximum	6399
Zeros (%)	42.0%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	51
Q3	312
95-th percentile	887.45
Maximum	6399
Range	6399
Interquartile range	312

Descriptive statistics

Standard deviation	356.6125865
Coef of variation	1.639147769
Kurtosis	23.84133616
Mean	217.5597547
MAD	244.6699023
Skewness	3.388370091
Sum	1525529
Variance	127172.5369
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 3.5000e+00 1.6500e+01 2.0050e+02 ... 9.9700e+02 1.1415e+03 1.6470e+03 2.4570e+03 6.3990e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	2945	42.0%
1	51	0.7%
2	36	0.5%
3	29	0.4%
5	21	0.3%
4	19	0.3%
65	17	0.2%
12	14	0.2%
177	14	0.2%
6	14	0.2%
Other values (1098)	3852	54.9%

Minimum 5 values

Value	Count	Frequency (%)
0	2945	42.0%
1	51	0.7%
2	36	0.5%
3	29	0.4%
4	19	0.3%

Maximum 5 values

Value	Count	Frequency (%)
6399	1	< 0.1%
3645	1	< 0.1%
3634	1	< 0.1%
3311	1	< 0.1%
3293	1	< 0.1%

CALLS_3MONTH
Categorical

Distinct count	4
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

0	7001
1	7
2	3

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	7001	99.8%
1	7	0.1%
2	3	< 0.1%
4	1	< 0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

CALLS_3MONTH_TO_DEACT
Numeric

Distinct count	1040
Unique (%)	14.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	174.1835425
Minimum	0
Maximum	3384
Zeros (%)	58.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	230
95-th percentile	855.45
Maximum	3384
Range	3384
Interquartile range	230

Descriptive statistics

Standard deviation	336.5784038
Coef of variation	1.93232035
Kurtosis	12.21231776
Mean	174.1835425
MAD	228.1691667
Skewness	3.014525503
Sum	1221375
Variance	113285.0219
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 4.5000e+00 4.6500e+01 3.1750e+02 ... 9.7500e+02 1.3395e+03 1.7080e+03 2.3425e+03 3.3840e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	4082	58.2%
3	27	0.4%
1	22	0.3%
2	16	0.2%
4	16	0.2%
13	14	0.2%
142	11	0.2%
17	11	0.2%
5	11	0.2%
194	11	0.2%
Other values (1030)	2791	39.8%

Minimum 5 values

Value	Count	Frequency (%)
0	4082	58.2%
1	22	0.3%
2	16	0.2%
3	27	0.4%
4	16	0.2%

Maximum 5 values

Value	Count	Frequency (%)
3384	1	< 0.1%
3048	1	< 0.1%
2940	1	< 0.1%
2771	1	< 0.1%
2663	1	< 0.1%

CALLS_4MONTH
Numeric

Distinct count	6
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.003280091272
Minimum	0
Maximum	5
Zeros (%)	99.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range	0

Descriptive statistics

Standard deviation	0.1005792366
Coef of variation	30.66354814
Kurtosis	1497.341695
Mean	0.003280091272
MAD	0.006550826893
Skewness	36.7807217
Sum	23
Variance	0.01011618284
Memory size	54.9 KiB

Histogram with fixed size bins (bins=6)

Histogram with variable size bins (bins=[0. 0.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	7002	99.9%
1	4	0.1%
3	2	< 0.1%
2	2	< 0.1%
5	1	< 0.1%
4	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	7002	99.9%
1	4	0.1%
2	2	< 0.1%
3	2	< 0.1%
4	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
4	1	< 0.1%
3	2	< 0.1%
2	2	< 0.1%
1	4	0.1%

CALLS_5MONTH
Numeric

Distinct count	7
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.00427837992
Minimum	0
Maximum	6
Zeros (%)	99.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	6
Range	6
Interquartile range	0

Descriptive statistics

Standard deviation	0.1371468175
Coef of variation	32.05578281
Kurtosis	1266.11549
Mean	0.00427837992
MAD	0.008546997422
Skewness	34.75029702
Sum	30
Variance	0.01880924955
Memory size	54.9 KiB

Histogram with fixed size bins (bins=7)

Histogram with variable size bins (bins=[0. 0.5 6. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	7004	99.9%
5	2	< 0.1%
4	2	< 0.1%
3	1	< 0.1%
6	1	< 0.1%
2	1	< 0.1%
1	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	7004	99.9%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
6	1	< 0.1%
5	2	< 0.1%
4	2	< 0.1%
3	1	< 0.1%
2	1	< 0.1%

CALLS_6MONTH
Numeric

Distinct count	6
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.005276668568
Minimum	0
Maximum	11
Zeros (%)	99.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	11
Range	11
Interquartile range	0

Descriptive statistics

Standard deviation	0.1994160507
Coef of variation	37.79203642
Kurtosis	2331.090449
Mean	0.005276668568
MAD	0.01053979178
Skewness	46.57213004
Sum	37
Variance	0.03976676127
Memory size	54.9 KiB

Histogram with fixed size bins (bins=6)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 11. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	7003	99.9%
1	4	0.1%
5	2	< 0.1%
11	1	< 0.1%
10	1	< 0.1%
2	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	7003	99.9%
1	4	0.1%
2	1	< 0.1%
5	2	< 0.1%
10	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
11	1	< 0.1%
10	1	< 0.1%
5	2	< 0.1%
2	1	< 0.1%
1	4	0.1%

CALLS_7MONTH
Numeric

Distinct count	7
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.006702795208
Minimum	0
Maximum	18
Zeros (%)	99.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	18
Range	18
Interquartile range	0

Descriptive statistics

Standard deviation	0.2688308014
Coef of variation	40.10726765
Kurtosis	3166.715846
Mean	0.006702795208
MAD	0.01339029596
Skewness	52.87959861
Sum	47
Variance	0.0722699998
Memory size	54.9 KiB

Histogram with fixed size bins (bins=7)

Histogram with variable size bins (bins=[ 0. 0.5 18. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	7004	99.9%
1	2	< 0.1%
4	2	< 0.1%
18	1	< 0.1%
2	1	< 0.1%
9	1	< 0.1%
8	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	7004	99.9%
1	2	< 0.1%
2	1	< 0.1%
4	2	< 0.1%
8	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
18	1	< 0.1%
9	1	< 0.1%
8	1	< 0.1%
4	2	< 0.1%
2	1	< 0.1%

CALLS_8MONTH
Numeric

Distinct count	6
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.005561893896
Minimum	0
Maximum	10
Zeros (%)	99.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	10
Range	10
Interquartile range	0

Descriptive statistics

Standard deviation	0.1950694065
Coef of variation	35.07247892
Kurtosis	1855.87594
Mean	0.005561893896
MAD	0.01110792386
Skewness	41.83546028
Sum	39
Variance	0.03805207333
Memory size	54.9 KiB

Histogram with fixed size bins (bins=6)

Histogram with variable size bins (bins=[ 0. 0.5 10. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	7002	99.9%
1	5	0.1%
8	2	< 0.1%
3	1	< 0.1%
10	1	< 0.1%
5	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	7002	99.9%
1	5	0.1%
3	1	< 0.1%
5	1	< 0.1%
8	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
10	1	< 0.1%
8	2	< 0.1%
5	1	< 0.1%
3	1	< 0.1%
1	5	0.1%

CALLS_9MONTH
Numeric

Distinct count	6
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.00570450656
Minimum	0
Maximum	12
Zeros (%)	99.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	12
Range	12
Interquartile range	0

Descriptive statistics

Standard deviation	0.2201423988
Coef of variation	38.59096251
Kurtosis	2568.359939
Mean	0.00570450656
MAD	0.01139436949
Skewness	48.92134464
Sum	40
Variance	0.04846267576
Memory size	54.9 KiB

Histogram with fixed size bins (bins=6)

Histogram with variable size bins (bins=[ 0. 0.5 12. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	7003	99.9%
1	3	< 0.1%
2	2	< 0.1%
12	2	< 0.1%
5	1	< 0.1%
4	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	7003	99.9%
1	3	< 0.1%
2	2	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
12	2	< 0.1%
5	1	< 0.1%
4	1	< 0.1%
2	2	< 0.1%
1	3	< 0.1%

CASH_PAYMENTS
Numeric

Distinct count	153
Unique (%)	2.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	12.80975471
Minimum	0
Maximum	928
Zeros (%)	10.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
Median	4
Q3	12
95-th percentile	51
Maximum	928
Range	928
Interquartile range	11

Descriptive statistics

Standard deviation	31.38128554
Coef of variation	2.449795977
Kurtosis	228.5786671
Mean	12.80975471
MAD	13.77988463
Skewness	11.60368832
Sum	89822
Variance	984.7850824
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00e+00 5.00e-01 1.50e+00 2.50e+00 4.50e+00 ... 9.70e+01 1.21e+02 1.59e+02 3.13e+02 9.28e+02], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	1195	17.0%
2	775	11.1%
0	707	10.1%
3	481	6.9%
4	445	6.3%
6	356	5.1%
8	234	3.3%
5	224	3.2%
10	221	3.2%
7	200	2.9%
Other values (143)	2174	31.0%

Minimum 5 values

Value	Count	Frequency (%)
0	707	10.1%
1	1195	17.0%
2	775	11.1%
3	481	6.9%
4	445	6.3%

Maximum 5 values

Value	Count	Frequency (%)
928	1	< 0.1%
732	1	< 0.1%
651	1	< 0.1%
640	1	< 0.1%
574	1	< 0.1%

CC_PAYMENTS
Numeric

Distinct count	98
Unique (%)	1.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.400741586
Minimum	0
Maximum	1590
Zeros (%)	54.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	4
95-th percentile	24
Maximum	1590
Range	1590
Interquartile range	4

Descriptive statistics

Standard deviation	33.23931953
Coef of variation	6.154584329
Kurtosis	1662.122736
Mean	5.400741586
MAD	7.330092183
Skewness	37.25513039
Sum	37870
Variance	1104.852363
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00e+00 5.00e-01 2.50e+00 4.50e+00 5.50e+00 ... 5.75e+01 9.70e+01 1.34e+02 2.94e+02 1.59e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3801	54.2%
2	543	7.7%
1	513	7.3%
4	276	3.9%
3	260	3.7%
6	204	2.9%
8	177	2.5%
5	140	2.0%
10	103	1.5%
12	99	1.4%
Other values (88)	896	12.8%

Minimum 5 values

Value	Count	Frequency (%)
0	3801	54.2%
1	513	7.3%
2	543	7.7%
3	260	3.7%
4	276	3.9%

Maximum 5 values

Value	Count	Frequency (%)
1590	2	< 0.1%
1123	1	< 0.1%
448	1	< 0.1%
301	1	< 0.1%
287	1	< 0.1%

CHECK_PAYMENTS
Numeric

Distinct count	61
Unique (%)	0.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.362236167
Minimum	0
Maximum	168
Zeros (%)	84.3%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	8
Maximum	168
Range	168
Interquartile range	0

Descriptive statistics

Standard deviation	6.363248495
Coef of variation	4.671178648
Kurtosis	217.8877207
Mean	1.362236167
MAD	2.316389897
Skewness	11.97552916
Sum	9552
Variance	40.49093141
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.5 2.5 4.5 5.5 ... 12.5 24.5 33.5 53. 168. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	5908	84.3%
1	202	2.9%
2	177	2.5%
4	106	1.5%
3	96	1.4%
6	89	1.3%
12	53	0.8%
5	51	0.7%
8	33	0.5%
9	32	0.5%
Other values (51)	265	3.8%

Minimum 5 values

Value	Count	Frequency (%)
0	5908	84.3%
1	202	2.9%
2	177	2.5%
3	96	1.4%
4	106	1.5%

Maximum 5 values

Value	Count	Frequency (%)
168	1	< 0.1%
150	1	< 0.1%
140	2	< 0.1%
110	1	< 0.1%
92	1	< 0.1%

churned
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	4823
0	2189

Toggle details

Value	Count	Frequency (%)
1	4823	68.8%
0	2189	31.2%

COUPON_ADJUSTMENTS
Numeric

Distinct count	7
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.006845407872
Minimum	0
Maximum	18
Zeros (%)	99.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	18
Range	18
Interquartile range	0

Descriptive statistics

Standard deviation	0.262654732
Coef of variation	38.36947877
Kurtosis	3392.164117
Mean	0.006845407872
MAD	0.01367129091
Skewness	54.44044791
Sum	48
Variance	0.06898750826
Memory size	54.9 KiB

Histogram with fixed size bins (bins=7)

Histogram with variable size bins (bins=[ 0. 0.5 5. 18. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	7002	99.9%
1	3	< 0.1%
2	2	< 0.1%
4	2	< 0.1%
18	1	< 0.1%
6	1	< 0.1%
9	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	7002	99.9%
1	3	< 0.1%
2	2	< 0.1%
4	2	< 0.1%
6	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
18	1	< 0.1%
9	1	< 0.1%
6	1	< 0.1%
4	2	< 0.1%
2	2	< 0.1%

CPE_COUNT
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	6998
0	14

Toggle details

Value	Count	Frequency (%)
1	6998	99.8%
0	14	0.2%

DATA_1MONTH_TO_DEACT
Numeric

Distinct count	3715
Unique (%)	53.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	230861588.4
Minimum	0
Maximum	1.652559495e+10
Zeros (%)	47.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	126790
Q3	85733252.75
95-th percentile	1395936906
Maximum	1.652559495e+10
Range	1.652559495e+10
Interquartile range	85733252.75

Descriptive statistics

Standard deviation	694263183.5
Coef of variation	3.007270236
Kurtosis	81.38306635
Mean	230861588.4
MAD	348383304.7
Skewness	6.745195814
Sum	1.618801458e+12
Variance	4.82001368e+17
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 2.10000000e+01 8.30750000e+03 5.77590000e+04 2.50109000e+05 ... 2.51019737e+09 3.70995031e+09 5.11131098e+09 9.54943153e+09 1.65255950e+10], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3296	47.0%
7875	2	< 0.1%
3600	2	< 0.1%
1211454	1	< 0.1%
32684778	1	< 0.1%
17308390	1	< 0.1%
97338085	1	< 0.1%
7072484	1	< 0.1%
79829730	1	< 0.1%
692959	1	< 0.1%
Other values (3705)	3705	52.8%

Minimum 5 values

Value	Count	Frequency (%)
0	3296	47.0%
42	1	< 0.1%
142	1	< 0.1%
154	1	< 0.1%
201	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
1.652559495e+10	1	< 0.1%
1.00234392e+10	1	< 0.1%
9075423863	1	< 0.1%
8944874656	1	< 0.1%
8821824610	1	< 0.1%

DATA_2MONTH_TO_DEACT
Numeric

Distinct count	4233
Unique (%)	60.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	632617232.1
Minimum	0
Maximum	3.161381845e+10
Zeros (%)	34.8%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	11244093
Q3	726853603.5
95-th percentile	2983703249
Maximum	3.161381845e+10
Range	3.161381845e+10
Interquartile range	726853603.5

Descriptive statistics

Standard deviation	1428823185
Coef of variation	2.258590365
Kurtosis	68.53744464
Mean	632617232.1
MAD	839554576.2
Skewness	5.927406471
Sum	4.435912031e+12
Variance	2.041535694e+18
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 9.15000000e+01 9.39150000e+03 3.99155000e+04 3.99315000e+04 ... 3.82102613e+09 5.60022828e+09 8.90981242e+09 1.70528942e+10 3.16138184e+10], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	2441	34.8%
39919	337	4.8%
7692	3	< 0.1%
256	2	< 0.1%
19286724	1	< 0.1%
15682236	1	< 0.1%
1234633405	1	< 0.1%
1711829695	1	< 0.1%
5933760	1	< 0.1%
111284978	1	< 0.1%
Other values (4223)	4223	60.2%

Minimum 5 values

Value	Count	Frequency (%)
0	2441	34.8%
183	1	< 0.1%
215	1	< 0.1%
256	2	< 0.1%
341	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
3.161381845e+10	1	< 0.1%
2.577598542e+10	1	< 0.1%
1.723514514e+10	1	< 0.1%
1.687064322e+10	1	< 0.1%
1.555051811e+10	1	< 0.1%

DATA_3MONTH_TO_DEACT
Numeric

Distinct count	3034
Unique (%)	43.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	459429741.3
Minimum	0
Maximum	3.644324387e+10
Zeros (%)	56.7%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	242531091
95-th percentile	2486610686
Maximum	3.644324387e+10
Range	3.644324387e+10
Interquartile range	242531091

Descriptive statistics

Standard deviation	1268550164
Coef of variation	2.761140714
Kurtosis	143.7556716
Mean	459429741.3
MAD	679715944.4
Skewness	8.367762843
Sum	3.221521346e+12
Variance	1.609219519e+18
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 7.60000000e+01 9.63300000e+03 2.30354000e+05 5.85095000e+05 ... 2.90008116e+09 4.17372653e+09 5.56209677e+09 9.70074519e+09 3.64432439e+10], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3973	56.7%
256	4	0.1%
7692	3	< 0.1%
9300	2	< 0.1%
208302731	1	< 0.1%
1907249628	1	< 0.1%
739700673	1	< 0.1%
6036974256	1	< 0.1%
626954927	1	< 0.1%
1529010862	1	< 0.1%
Other values (3024)	3024	43.1%

Minimum 5 values

Value	Count	Frequency (%)
0	3973	56.7%
152	1	< 0.1%
256	4	0.1%
904	1	< 0.1%
980	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
3.644324387e+10	1	< 0.1%
2.189704207e+10	1	< 0.1%
2.15035259e+10	1	< 0.1%
1.92052443e+10	1	< 0.1%
1.893905493e+10	1	< 0.1%

DATA_USED_10MONTH
Numeric

Distinct count	1267
Unique (%)	18.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	146509039.4
Minimum	0
Maximum	1.332229959e+10
Zeros (%)	81.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	997917928.3
Maximum	1.332229959e+10
Range	1.332229959e+10
Interquartile range	0

Descriptive statistics

Standard deviation	622511416.1
Coef of variation	4.248962512
Kurtosis	72.22389814
Mean	146509039.4
MAD	259599433.3
Skewness	7.02934763
Sum	1.027321384e+12
Variance	3.875204632e+17
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 4.63500000e+02 5.25900000e+04 5.68138500e+05 2.67689300e+06 ... 2.68972504e+09 3.88743872e+09 4.97793954e+09 8.24804182e+09 1.33222996e+10], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	5746	81.9%
130785953	1	< 0.1%
345608827	1	< 0.1%
50121340	1	< 0.1%
13169279	1	< 0.1%
3671566992	1	< 0.1%
4617165462	1	< 0.1%
18347530	1	< 0.1%
246985375	1	< 0.1%
1376348836	1	< 0.1%
Other values (1257)	1257	17.9%

Minimum 5 values

Value	Count	Frequency (%)
0	5746	81.9%
927	1	< 0.1%
2189	1	< 0.1%
2632	1	< 0.1%
3360	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
1.332229959e+10	1	< 0.1%
8381712729	1	< 0.1%
8114370910	1	< 0.1%
7788978721	1	< 0.1%
7490143955	1	< 0.1%

DATA_USED_11MONTH
Numeric

Distinct count	940
Unique (%)	13.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	113925068.5
Minimum	0
Maximum	1.042842283e+10
Zeros (%)	86.6%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	623760860.6
Maximum	1.042842283e+10
Range	1.042842283e+10
Interquartile range	0

Descriptive statistics

Standard deviation	564522355.2
Coef of variation	4.955207511
Kurtosis	84.3041731
Mean	113925068.5
MAD	208085017.8
Skewness	7.926593956
Sum	7.988425804e+11
Variance	3.186854895e+17
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 9.15000000e+01 8.96370000e+04 6.35079500e+05 1.56327875e+07 ... 1.34147531e+09 2.25426795e+09 3.74563063e+09 4.72559988e+09 1.04284228e+10], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	6073	86.6%
15379000	1	< 0.1%
68220	1	< 0.1%
4645507699	1	< 0.1%
462592626	1	< 0.1%
3383917	1	< 0.1%
12644507	1	< 0.1%
14039642	1	< 0.1%
32277073	1	< 0.1%
66095696	1	< 0.1%
Other values (930)	930	13.3%

Minimum 5 values

Value	Count	Frequency (%)
0	6073	86.6%
183	1	< 0.1%
184	1	< 0.1%
1680	1	< 0.1%
1905	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
1.042842283e+10	1	< 0.1%
9758127343	1	< 0.1%
8398281909	1	< 0.1%
7801170731	1	< 0.1%
7749058970	1	< 0.1%

DATA_USED_12MONTH
Numeric

Distinct count	706
Unique (%)	10.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	169240056.9
Minimum	0
Maximum	1.823747447e+10
Zeros (%)	89.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	530013449.1
Maximum	1.823747447e+10
Range	1.823747447e+10
Interquartile range	0

Descriptive statistics

Standard deviation	994945766.1
Coef of variation	5.878902339
Kurtosis	103.3878362
Mean	169240056.9
MAD	315797433.1
Skewness	9.089785572
Sum	1.186711279e+12
Variance	9.899170775e+17
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 3.00000000e+02 9.85320000e+04 1.63231350e+06 1.67707885e+07 ... 1.44605774e+09 2.58152106e+09 5.66126047e+09 1.20210409e+10 1.82374745e+10], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	6307	89.9%
3261337683	1	< 0.1%
62761517	1	< 0.1%
150410059	1	< 0.1%
5135178	1	< 0.1%
18121541	1	< 0.1%
47168306	1	< 0.1%
746289	1	< 0.1%
23284528	1	< 0.1%
1185389358	1	< 0.1%
Other values (696)	696	9.9%

Minimum 5 values

Value	Count	Frequency (%)
0	6307	89.9%
600	1	< 0.1%
6218	1	< 0.1%
16720	1	< 0.1%
18342	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
1.823747447e+10	1	< 0.1%
1.664469337e+10	1	< 0.1%
1.662367707e+10	1	< 0.1%
1.514877685e+10	1	< 0.1%
1.502985804e+10	1	< 0.1%

DATA_USED_1MONTH
Numeric

Distinct count	6594
Unique (%)	94.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1104434915
Minimum	0
Maximum	3.423467967e+10
Zeros (%)	1.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	245830.6
Q1	20859714
Median	518200000
Q3	1537775944
95-th percentile	3935986891
Maximum	3.423467967e+10
Range	3.423467967e+10
Interquartile range	1516916230

Descriptive statistics

Standard deviation	1781394950
Coef of variation	1.612946971
Kurtosis	57.39866155
Mean	1104434915
MAD	1114562341
Skewness	5.262484725
Sum	7.744297623e+12
Variance	3.173367968e+18
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 9.15000000e+01 1.06540000e+04 6.98620000e+04 2.09826500e+05 ... 4.53186048e+09 5.96883137e+09 1.04530732e+10 1.45525653e+10 3.42346797e+10], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
518200000	337	4.8%
0	76	1.1%
7692	3	< 0.1%
9300	3	< 0.1%
183	2	< 0.1%
39375	2	< 0.1%
7875	2	< 0.1%
1793613161	1	< 0.1%
755972384	1	< 0.1%
7992700	1	< 0.1%
Other values (6584)	6584	93.9%

Minimum 5 values

Value	Count	Frequency (%)
0	76	1.1%
183	2	< 0.1%
215	1	< 0.1%
776	1	< 0.1%
909	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
3.423467967e+10	1	< 0.1%
3.161381845e+10	1	< 0.1%
3.0081438e+10	1	< 0.1%
2.476837568e+10	1	< 0.1%
2.070778403e+10	1	< 0.1%

DATA_USED_2MONTH
Numeric

Distinct count	5980
Unique (%)	85.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	702760725.7
Minimum	0
Maximum	2.344357527e+10
Zeros (%)	9.8%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9616274.25
Median	122870000
Q3	1017438838
95-th percentile	2881677381
Maximum	2.344357527e+10
Range	2.344357527e+10
Interquartile range	1007822564

Descriptive statistics

Standard deviation	1258874183
Coef of variation	1.791326887
Kurtosis	42.84160377
Mean	702760725.7
MAD	810525566.2
Skewness	4.676827087
Sum	4.927758209e+12
Variance	1.584764208e+18
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 7.10000000e+01 1.04740000e+04 2.00254000e+05 4.60848000e+05 ... 3.70886367e+09 4.95742971e+09 6.61054925e+09 1.05360178e+10 2.34435753e+10], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	690	9.8%
122870000	337	4.8%
9300	3	< 0.1%
7692	3	< 0.1%
256	2	< 0.1%
8028	2	< 0.1%
2304	2	< 0.1%
493464889	1	< 0.1%
3660205087	1	< 0.1%
17502875	1	< 0.1%
Other values (5970)	5970	85.1%

Minimum 5 values

Value	Count	Frequency (%)
0	690	9.8%
142	1	< 0.1%
154	1	< 0.1%
256	2	< 0.1%
408	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
2.344357527e+10	1	< 0.1%
1.90386058e+10	1	< 0.1%
1.566063638e+10	1	< 0.1%
1.510223732e+10	1	< 0.1%
1.482408947e+10	1	< 0.1%

DATA_USED_3MONTH
Numeric

Distinct count	4836
Unique (%)	69.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	590322742.1
Minimum	0
Maximum	2.64747292e+10
Zeros (%)	26.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	18669903
Q3	735750153.2
95-th percentile	2747397051
Maximum	2.64747292e+10
Range	2.64747292e+10
Interquartile range	735750153.2

Descriptive statistics

Standard deviation	1201450068
Coef of variation	2.035242727
Kurtosis	60.50293484
Mean	590322742.1
MAD	759646613.2
Skewness	5.239468067
Sum	4.139343068e+12
Variance	1.443482265e+18
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 2.10000000e+01 1.17310000e+04 7.89515000e+04 3.02298000e+05 ... 3.83277109e+09 5.74037956e+09 7.79969370e+09 1.17993109e+10 2.64747292e+10], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1836	26.2%
15308661	337	4.8%
256	3	< 0.1%
42	2	< 0.1%
9300	2	< 0.1%
7692	2	< 0.1%
2181828	1	< 0.1%
9231042	1	< 0.1%
28936126	1	< 0.1%
14820033	1	< 0.1%
Other values (4826)	4826	68.8%

Minimum 5 values

Value	Count	Frequency (%)
0	1836	26.2%
42	2	< 0.1%
152	1	< 0.1%
256	3	< 0.1%
1174	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
2.64747292e+10	1	< 0.1%
2.059998266e+10	1	< 0.1%
1.79927137e+10	1	< 0.1%
1.349563329e+10	1	< 0.1%
1.199111639e+10	1	< 0.1%

DATA_USED_4MONTH
Numeric

Distinct count	4108
Unique (%)	58.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	503544562.6
Minimum	0
Maximum	3.60444239e+10
Zeros (%)	36.6%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	8128130
Q3	515732100
95-th percentile	2588400760
Maximum	3.60444239e+10
Range	3.60444239e+10
Interquartile range	515732100

Descriptive statistics

Standard deviation	1215353882
Coef of variation	2.413597469
Kurtosis	182.5311718
Mean	503544562.6
MAD	688283509.6
Skewness	9.001615056
Sum	3.530854473e+12
Variance	1.477085058e+18
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 1.00500000e+02 4.04415000e+04 2.00391000e+05 2.03713000e+05 ... 3.18157369e+09 4.18028339e+09 5.51651456e+09 8.91324245e+09 3.60444239e+10], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	2565	36.6%
201962	337	4.8%
7692	3	< 0.1%
256	2	< 0.1%
9300	2	< 0.1%
823341719	1	< 0.1%
20609686	1	< 0.1%
8003523219	1	< 0.1%
14727826	1	< 0.1%
1708755600	1	< 0.1%
Other values (4098)	4098	58.4%

Minimum 5 values

Value	Count	Frequency (%)
0	2565	36.6%
201	1	< 0.1%
256	2	< 0.1%
341	1	< 0.1%
1388	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
3.60444239e+10	1	< 0.1%
3.076611028e+10	1	< 0.1%
1.875855559e+10	1	< 0.1%
1.624075422e+10	1	< 0.1%
1.384084473e+10	1	< 0.1%

DATA_USED_5MONTH
Numeric

Distinct count	3584
Unique (%)	51.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	449578681
Minimum	0
Maximum	4.017874165e+10
Zeros (%)	48.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	55881.5
Q3	333442056
95-th percentile	2407999717
Maximum	4.017874165e+10
Range	4.017874165e+10
Interquartile range	333442056

Descriptive statistics

Standard deviation	1211569549
Coef of variation	2.694899914
Kurtosis	233.6985615
Mean	449578681
MAD	644055451.3
Skewness	10.2732468
Sum	3.152445711e+12
Variance	1.467900772e+18
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 2.00000000e+01 6.74825000e+04 1.24908500e+05 4.35046500e+05 ... 3.72005980e+09 4.63987048e+09 8.03129452e+09 1.21121264e+10 4.01787416e+10], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3428	48.9%
341	2	< 0.1%
28832263	1	< 0.1%
1424843449	1	< 0.1%
183513709	1	< 0.1%
2455576652	1	< 0.1%
472040113	1	< 0.1%
388128668	1	< 0.1%
13938097	1	< 0.1%
230451884	1	< 0.1%
Other values (3574)	3574	51.0%

Minimum 5 values

Value	Count	Frequency (%)
0	3428	48.9%
40	1	< 0.1%
215	1	< 0.1%
319	1	< 0.1%
341	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
4.017874165e+10	1	< 0.1%
2.88316493e+10	1	< 0.1%
1.878692998e+10	1	< 0.1%
1.687479226e+10	1	< 0.1%
1.622171711e+10	1	< 0.1%

DATA_USED_6MONTH
Numeric

Distinct count	3131
Unique (%)	44.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	410242232.1
Minimum	0
Maximum	3.644324387e+10
Zeros (%)	55.3%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	186919394.8
95-th percentile	2383473196
Maximum	3.644324387e+10
Range	3.644324387e+10
Interquartile range	186919394.8

Descriptive statistics

Standard deviation	1102518594
Coef of variation	2.68748195
Kurtosis	195.8035281
Mean	410242232.1
MAD	610863720.8
Skewness	8.847624786
Sum	2.876618531e+12
Variance	1.215547249e+18
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 2.10000000e+01 3.30000000e+03 1.36443000e+05 5.72555000e+05 ... 3.35802613e+09 4.25768316e+09 7.43358659e+09 1.22016549e+10 3.64432439e+10], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3879	55.3%
7692	4	0.1%
64545401	1	< 0.1%
681391008	1	< 0.1%
497072774	1	< 0.1%
62083	1	< 0.1%
2406095490	1	< 0.1%
303442560	1	< 0.1%
497583188	1	< 0.1%
152953469	1	< 0.1%
Other values (3121)	3121	44.5%

Minimum 5 values

Value	Count	Frequency (%)
0	3879	55.3%
42	1	< 0.1%
366	1	< 0.1%
408	1	< 0.1%
426	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
3.644324387e+10	1	< 0.1%
2.130423684e+10	1	< 0.1%
1.266471804e+10	1	< 0.1%
1.173859174e+10	1	< 0.1%
1.167775196e+10	1	< 0.1%

DATA_USED_7MONTH
Numeric

Distinct count	2660
Unique (%)	37.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	344746648
Minimum	0
Maximum	2.577598542e+10
Zeros (%)	62.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	38764058
95-th percentile	2177337379
Maximum	2.577598542e+10
Range	2.577598542e+10
Interquartile range	38764058

Descriptive statistics

Standard deviation	989648340.2
Coef of variation	2.870653989
Kurtosis	94.5024934
Mean	344746648
MAD	536531834
Skewness	6.667317145
Sum	2.417363496e+12
Variance	9.794038373e+17
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 2.10000000e+01 8.07650000e+03 1.22013500e+05 5.32933500e+05 ... 3.92525121e+09 4.95640160e+09 7.29027780e+09 1.06142286e+10 2.57759854e+10], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	4352	62.1%
8068	2	< 0.1%
1716861626	1	< 0.1%
115215060	1	< 0.1%
6304467	1	< 0.1%
369691344	1	< 0.1%
355984077	1	< 0.1%
190972415	1	< 0.1%
4113093	1	< 0.1%
34243265	1	< 0.1%
Other values (2650)	2650	37.8%

Minimum 5 values

Value	Count	Frequency (%)
0	4352	62.1%
42	1	< 0.1%
487	1	< 0.1%
648	1	< 0.1%
1258	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
2.577598542e+10	1	< 0.1%
1.781011169e+10	1	< 0.1%
1.116634736e+10	1	< 0.1%
1.006210984e+10	1	< 0.1%
1.005123898e+10	1	< 0.1%

DATA_USED_8MONTH
Numeric

Distinct count	2130
Unique (%)	30.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	267390469.3
Minimum	0
Maximum	1.830190962e+10
Zeros (%)	69.6%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	11421770.5
95-th percentile	1764881208
Maximum	1.830190962e+10
Range	1.830190962e+10
Interquartile range	11421770.5

Descriptive statistics

Standard deviation	853622783.7
Coef of variation	3.192420381
Kurtosis	65.29652467
Mean	267390469.3
MAD	436887204.6
Skewness	6.13143598
Sum	1.874941971e+12
Variance	7.286718568e+17
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 1.30000000e+01 8.94200000e+03 1.22239500e+05 5.12430500e+05 ... 2.88210210e+09 4.11888737e+09 5.78469095e+09 8.92081952e+09 1.83019096e+10], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	4883	69.6%
12458666	1	< 0.1%
15569543	1	< 0.1%
888013449	1	< 0.1%
1570405006	1	< 0.1%
13214353	1	< 0.1%
352701080	1	< 0.1%
370147993	1	< 0.1%
20495002	1	< 0.1%
3072940702	1	< 0.1%
Other values (2120)	2120	30.2%

Minimum 5 values

Value	Count	Frequency (%)
0	4883	69.6%
26	1	< 0.1%
279	1	< 0.1%
296	1	< 0.1%
354	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
1.830190962e+10	1	< 0.1%
1.54523414e+10	1	< 0.1%
9096273035	1	< 0.1%
8745366005	1	< 0.1%
8654215111	1	< 0.1%

DATA_USED_9MONTH
Numeric

Distinct count	1637
Unique (%)	23.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	194777689.3
Minimum	0
Maximum	1.074073515e+10
Zeros (%)	76.7%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1419833054
Maximum	1.074073515e+10
Range	1.074073515e+10
Interquartile range	0

Descriptive statistics

Standard deviation	701721953.3
Coef of variation	3.602681373
Kurtosis	45.45505321
Mean	194777689.3
MAD	332960193
Skewness	5.77900518
Sum	1.365781158e+12
Variance	4.924136997e+17
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 2.35500000e+02 7.82045000e+04 6.10169500e+05 3.31591400e+06 ... 1.84521547e+09 3.03281515e+09 3.85397062e+09 5.91471565e+09 1.07407352e+10], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	5375	76.7%
471	2	< 0.1%
2936765054	1	< 0.1%
180881	1	< 0.1%
644156052	1	< 0.1%
742998685	1	< 0.1%
1488081571	1	< 0.1%
408332968	1	< 0.1%
15923882	1	< 0.1%
1422127787	1	< 0.1%
Other values (1627)	1627	23.2%

Minimum 5 values

Value	Count	Frequency (%)
0	5375	76.7%
471	2	< 0.1%
1136	1	< 0.1%
1792	1	< 0.1%
1805	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
1.074073515e+10	1	< 0.1%
9849467899	1	< 0.1%
8591046843	1	< 0.1%
8300443197	1	< 0.1%
8175451926	1	< 0.1%

Disconnect_Reason
Numeric

Distinct count	28
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	13.35867085
Minimum	1
Maximum	28
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
Median	20
Q3	20
95-th percentile	23
Maximum	28
Range	27
Interquartile range	19

Descriptive statistics

Standard deviation	9.078925731
Coef of variation	0.6796279235
Kurtosis	-1.570192691
Mean	13.35867085
MAD	8.560591183
Skewness	-0.4839594028
Sum	93671
Variance	82.42689243
Memory size	54.9 KiB

Histogram with fixed size bins (bins=28)

Histogram with variable size bins (bins=[ 1. 1.5 4.5 5.5 6.5 ... 23.5 24.5 25.5 27.5 28. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
20	3616	51.6%
1	2151	30.7%
23	331	4.7%
11	188	2.7%
28	109	1.6%
5	101	1.4%
6	57	0.8%
18	53	0.8%
16	53	0.8%
2	52	0.7%
Other values (18)	301	4.3%

Minimum 5 values

Value	Count	Frequency (%)
1	2151	30.7%
2	52	0.7%
3	44	0.6%
4	32	0.5%
5	101	1.4%

Maximum 5 values

Value	Count	Frequency (%)
28	109	1.6%
27	3	< 0.1%
26	2	< 0.1%
25	16	0.2%
24	1	< 0.1%

DISCONNECT_REASON_NAME
Categorical

Distinct count	28
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0

NON-PAYMENT	3616
0	2151
PORT OUT (# ported to other carrier)	331
Other values (25)	914

Toggle details

Common values
Composition

Value	Count	Frequency (%)
NON-PAYMENT	3616	51.6%
0	2151	30.7%
PORT OUT (# ported to other carrier)	331	4.7%
FINANCIAL HARDSHIP	188	2.7%
TRANSFER	109	1.6%
BROKEN PHONE/HANDSET	101	1.4%
CHILD PUNISHMENT	57	0.8%
MOVING OUT OF AREA	53	0.8%
LOST OR STOLEN PHONE	53	0.8%
BILL CYCLE CHANGE	52	0.7%
Other values (18)	301	4.3%

Max length	38
Mean length	9.723331432
Min length	1
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

DISTINCT_FEATURE_COUNT
Numeric

Distinct count	30
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.04335425
Minimum	2
Maximum	32
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	11
Q1	11
Median	11
Q3	11
95-th percentile	11
Maximum	32
Range	30
Interquartile range	0

Descriptive statistics

Standard deviation	1.318316176
Coef of variation	0.1193764273
Kurtosis	69.71901354
Mean	11.04335425
MAD	0.3136199731
Skewness	5.401293474
Sum	77436
Variance	1.737957539
Memory size	54.9 KiB

Histogram with fixed size bins (bins=30)

Histogram with variable size bins (bins=[ 2. 5.5 7.5 10.5 11.5 14.5 17.5 21.5 32. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
11	6478	92.4%
10	83	1.2%
9	71	1.0%
8	69	1.0%
12	52	0.7%
13	42	0.6%
14	34	0.5%
7	25	0.4%
15	24	0.3%
6	22	0.3%
Other values (20)	112	1.6%

Minimum 5 values

Value	Count	Frequency (%)
2	6	0.1%
3	2	< 0.1%
4	4	0.1%
5	11	0.2%
6	22	0.3%

Maximum 5 values

Value	Count	Frequency (%)
32	1	< 0.1%
31	1	< 0.1%
29	1	< 0.1%
28	3	< 0.1%
27	2	< 0.1%

DROP_CALLS_10MONTH
Constant

This variable is constant and should be ignored for analysis

Constant value	0

DROP_CALLS_11MONTH
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	7009
1	2
3	1

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	7009	> 99.9%
1	2	< 0.1%
3	1	< 0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

DROP_CALLS_12MONTH
Highly correlated

This variable is highly correlated with DROP_CALLS_11MONTH and should be ignored for analysis

Correlation	0.9021720876

DROP_CALLS_1MONTH
Numeric

Distinct count	14
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.05818596691
Minimum	0
Maximum	25
Zeros (%)	98.7%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	25
Range	25
Interquartile range	0

Descriptive statistics

Standard deviation	0.6550398326
Coef of variation	11.25769438
Kurtosis	512.2132614
Mean	0.05818596691
MAD	0.1148118993
Skewness	19.21325623
Sum	408
Variance	0.4290771824
Memory size	54.9 KiB

Histogram with fixed size bins (bins=14)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 3.5 5.5 7. 25. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	6918	98.7%
3	38	0.5%
2	22	0.3%
6	18	0.3%
1	3	< 0.1%
15	2	< 0.1%
9	2	< 0.1%
5	2	< 0.1%
4	2	< 0.1%
18	1	< 0.1%
Other values (4)	4	0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	6918	98.7%
1	3	< 0.1%
2	22	0.3%
3	38	0.5%
4	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
25	1	< 0.1%
18	1	< 0.1%
15	2	< 0.1%
12	1	< 0.1%
10	1	< 0.1%

DROP_CALLS_1MONTH_TO_DEACT
Numeric

Distinct count	9
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.02481460354
Minimum	0
Maximum	18
Zeros (%)	99.4%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	18
Range	18
Interquartile range	0

Descriptive statistics

Standard deviation	0.3971231339
Coef of variation	16.00360583
Kurtosis	848.1512323
Mean	0.02481460354
MAD	0.04931778592
Skewness	25.20824484
Sum	174
Variance	0.1577067835
Memory size	54.9 KiB

Histogram with fixed size bins (bins=9)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 3.5 7.5 18. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	6968	99.4%
3	13	0.2%
2	12	0.2%
6	6	0.1%
4	6	0.1%
1	3	< 0.1%
9	2	< 0.1%
18	1	< 0.1%
12	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	6968	99.4%
1	3	< 0.1%
2	12	0.2%
3	13	0.2%
4	6	0.1%

Maximum 5 values

Value	Count	Frequency (%)
18	1	< 0.1%
12	1	< 0.1%
9	2	< 0.1%
6	6	0.1%
4	6	0.1%

DROP_CALLS_2MONTH
Numeric

Distinct count	5
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.006988020536
Minimum	0
Maximum	30
Zeros (%)	99.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	30
Range	30
Interquartile range	0

Descriptive statistics

Standard deviation	0.3904175243
Coef of variation	55.86954449
Kurtosis	5098.437317
Mean	0.006988020536
MAD	0.01396806843
Skewness	69.03942082
Sum	49
Variance	0.1524258432
Memory size	54.9 KiB

Histogram with fixed size bins (bins=5)

Histogram with variable size bins (bins=[ 0. 1.5 30. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	7008	99.9%
3	1	< 0.1%
30	1	< 0.1%
12	1	< 0.1%
4	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	7008	99.9%
3	1	< 0.1%
4	1	< 0.1%
12	1	< 0.1%
30	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
30	1	< 0.1%
12	1	< 0.1%
4	1	< 0.1%
3	1	< 0.1%
0	7008	99.9%

DROP_CALLS_2MONTHS_TO_DEACT
Constant

This variable is constant and should be ignored for analysis

Constant value	0

DROP_CALLS_3MONTH
Categorical

Distinct count	4
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

0	7009
3	1
6	1

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	7009	> 99.9%
3	1	< 0.1%
6	1	< 0.1%
2	1	< 0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

DROP_CALLS_3MONTHS_TO_DEACT
Constant

This variable is constant and should be ignored for analysis

Constant value	0

DROP_CALLS_4MONTH
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	7010
3	1
4	1

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	7010	> 99.9%
3	1	< 0.1%
4	1	< 0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

DROP_CALLS_5MONTH
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	7011
2	1

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	7011	> 99.9%
2	1	< 0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

DROP_CALLS_6MONTH
Categorical

Distinct count	4
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

0	7008
1	2
11	1

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	7008	99.9%
1	2	< 0.1%
11	1	< 0.1%
3	1	< 0.1%

Max length	2
Mean length	1.000142613
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

DROP_CALLS_7MONTH
Numeric

Distinct count	6
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.004563605248
Minimum	0
Maximum	15
Zeros (%)	99.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	15
Range	15
Interquartile range	0

Descriptive statistics

Standard deviation	0.2169056529
Coef of variation	47.5294512
Kurtosis	3605.924915
Mean	0.004563605248
MAD	0.009120702217
Skewness	57.42580919
Sum	32
Variance	0.04704806228
Memory size	54.9 KiB

Histogram with fixed size bins (bins=6)

Histogram with variable size bins (bins=[ 0. 0.5 15. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	7007	99.9%
15	1	< 0.1%
6	1	< 0.1%
2	1	< 0.1%
1	1	< 0.1%
8	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	7007	99.9%
1	1	< 0.1%
2	1	< 0.1%
6	1	< 0.1%
8	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
15	1	< 0.1%
8	1	< 0.1%
6	1	< 0.1%
2	1	< 0.1%
1	1	< 0.1%

DROP_CALLS_8MONTH
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	7008
2	3
3	1

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	7008	99.9%
2	3	< 0.1%
3	1	< 0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

DROP_CALLS_9MONTH
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	7009
1	2
2	1

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	7009	> 99.9%
1	2	< 0.1%
2	1	< 0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

EBILL
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

N	7010
Y	2

Toggle details

Value	Count	Frequency (%)
N	7010	> 99.9%
Y	2	< 0.1%

ebilling
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	7010
1	2

Toggle details

Value	Count	Frequency (%)
0	7010	> 99.9%
1	2	< 0.1%

ETHNICITY
Categorical

Distinct count	5
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

Hispanic	2809
White	2319
African_American	1451
Other values (2)	433

Toggle details

Common values
Composition

Value	Count	Frequency (%)
Hispanic	2809	40.1%
White	2319	33.1%
African_American	1451	20.7%
Unknown	269	3.8%
Other	164	2.3%

Max length	16
Mean length	8.554763263
Min length	5
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

farmer_occ
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	6998
1	14

Toggle details

Value	Count	Frequency (%)
0	6998	99.8%
1	14	0.2%

fbnp
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	6989
1	23

Toggle details

Value	Count	Frequency (%)
0	6989	99.7%
1	23	0.3%

FBNP_FLAG
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

N	6989
Y	23

Toggle details

Value	Count	Frequency (%)
N	6989	99.7%
Y	23	0.3%

GROSS_ADDS_COUNT
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	6998
0	14

Toggle details

Value	Count	Frequency (%)
1	6998	99.8%
0	14	0.2%

hh_income
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	32747.21905
Minimum	14000
Maximum	130000
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	14000
5-th percentile	14000
Q1	14000
Median	25000
Q3	45000
95-th percentile	87000
Maximum	130000
Range	116000
Interquartile range	31000

Descriptive statistics

Standard deviation	23615.20768
Coef of variation	0.7211362786
Kurtosis	3.134449847
Mean	32747.21905
MAD	18027.28041
Skewness	1.720284917
Sum	229623500
Variance	557678033.9
Memory size	54.9 KiB

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 14000. 15750. 30000. 40000. 50000. 58500. 74500. 99750. 121250. 130000.], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
14000	2277	32.5%
25000	1119	16.0%
35000	931	13.3%
62000	860	12.3%
17500	777	11.1%
45000	630	9.0%
87000	244	3.5%
112500	106	1.5%
130000	67	1.0%
55000	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
14000	2277	32.5%
17500	777	11.1%
25000	1119	16.0%
35000	931	13.3%
45000	630	9.0%

Maximum 5 values

Value	Count	Frequency (%)
130000	67	1.0%
112500	106	1.5%
87000	244	3.5%
62000	860	12.3%
55000	1	< 0.1%

hotline
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	6841
1	171

Toggle details

Value	Count	Frequency (%)
0	6841	97.6%
1	171	2.4%

HOTLINE_FLAG
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

N	6841
Y	171

Toggle details

Value	Count	Frequency (%)
N	6841	97.6%
Y	171	2.4%

management_occ
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	4353
1	2659

Toggle details

Value	Count	Frequency (%)
0	4353	62.1%
1	2659	37.9%

MESSAGES_SENT_10MONTH
Numeric

Distinct count	588
Unique (%)	8.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	69.38690816
Minimum	0
Maximum	6182
Zeros (%)	84.6%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	377.45
Maximum	6182
Range	6182
Interquartile range	0

Descriptive statistics

Standard deviation	338.7744589
Coef of variation	4.882397384
Kurtosis	101.9254188
Mean	69.38690816
MAD	121.8586498
Skewness	8.856182918
Sum	486541
Variance	114768.134
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 1.6500e+01 7.5500e+01 ... 6.2650e+02 9.2500e+02 2.0415e+03 2.8620e+03 6.1820e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	5932	84.6%
1	33	0.5%
2	19	0.3%
5	15	0.2%
6	12	0.2%
3	10	0.1%
9	10	0.1%
11	9	0.1%
20	9	0.1%
13	9	0.1%
Other values (578)	954	13.6%

Minimum 5 values

Value	Count	Frequency (%)
0	5932	84.6%
1	33	0.5%
2	19	0.3%
3	10	0.1%
4	8	0.1%

Maximum 5 values

Value	Count	Frequency (%)
6182	1	< 0.1%
5580	1	< 0.1%
5444	1	< 0.1%
5388	1	< 0.1%
5216	1	< 0.1%

MESSAGES_SENT_11MONTH
Numeric

Distinct count	451
Unique (%)	6.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	46.98302909
Minimum	0
Maximum	6843
Zeros (%)	88.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	198
Maximum	6843
Range	6843
Interquartile range	0

Descriptive statistics

Standard deviation	280.2966232
Coef of variation	5.96591213
Kurtosis	200.8655574
Mean	46.98302909
MAD	85.23749955
Skewness	12.02461236
Sum	329445
Variance	78566.19697
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 3.5000e+00 2.7500e+01 1.1250e+02 ... 5.1600e+02 9.6800e+02 1.7775e+03 4.1080e+03 6.8430e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	6204	88.5%
1	23	0.3%
2	17	0.2%
3	13	0.2%
6	11	0.2%
8	10	0.1%
16	10	0.1%
4	8	0.1%
12	8	0.1%
20	7	0.1%
Other values (441)	701	10.0%

Minimum 5 values

Value	Count	Frequency (%)
0	6204	88.5%
1	23	0.3%
2	17	0.2%
3	13	0.2%
4	8	0.1%

Maximum 5 values

Value	Count	Frequency (%)
6843	1	< 0.1%
6592	1	< 0.1%
6087	1	< 0.1%
5695	1	< 0.1%
4219	1	< 0.1%

MESSAGES_SENT_12MONTH
Numeric

Distinct count	390
Unique (%)	5.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	44.59383913
Minimum	0
Maximum	8690
Zeros (%)	91.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	105.8
Maximum	8690
Range	8690
Interquartile range	0

Descriptive statistics

Standard deviation	309.8404468
Coef of variation	6.948054996
Kurtosis	213.3844693
Mean	44.59383913
MAD	83.00001578
Skewness	12.59188668
Sum	312692
Variance	96001.10245
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.000e+00 5.000e-01 2.500e+00 3.450e+01 1.925e+02 4.510e+02 8.305e+02 1.530e+03 3.575e+03 8.690e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	6415	91.5%
1	23	0.3%
2	12	0.2%
11	8	0.1%
14	8	0.1%
58	5	0.1%
17	5	0.1%
13	5	0.1%
98	5	0.1%
12	5	0.1%
Other values (380)	521	7.4%

Minimum 5 values

Value	Count	Frequency (%)
0	6415	91.5%
1	23	0.3%
2	12	0.2%
3	3	< 0.1%
4	5	0.1%

Maximum 5 values

Value	Count	Frequency (%)
8690	1	< 0.1%
6212	1	< 0.1%
5928	1	< 0.1%
5782	1	< 0.1%
5462	1	< 0.1%

MESSAGES_SENT_1MONTH
Numeric

Distinct count	1997
Unique (%)	28.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	664.1374786
Minimum	0
Maximum	12184
Zeros (%)	3.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	1
Q1	79
Median	271
Q3	782.25
95-th percentile	2725.45
Maximum	12184
Range	12184
Interquartile range	703.25

Descriptive statistics

Standard deviation	1028.110026
Coef of variation	1.548037958
Kurtosis	16.0474447
Mean	664.1374786
MAD	666.5439117
Skewness	3.313418826
Sum	4656932
Variance	1057010.226
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 3.5000e+00 8.5000e+00 ... 2.6440e+03 3.7090e+03 5.6885e+03 7.3155e+03 1.2184e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
271	778	11.1%
0	219	3.1%
1	138	2.0%
2	92	1.3%
3	76	1.1%
4	55	0.8%
6	43	0.6%
8	42	0.6%
5	41	0.6%
7	40	0.6%
Other values (1987)	5488	78.3%

Minimum 5 values

Value	Count	Frequency (%)
0	219	3.1%
1	138	2.0%
2	92	1.3%
3	76	1.1%
4	55	0.8%

Maximum 5 values

Value	Count	Frequency (%)
12184	1	< 0.1%
10485	1	< 0.1%
10423	1	< 0.1%
9899	1	< 0.1%
9346	1	< 0.1%

MESSAGES_SENT_2MONTH
Numeric

Distinct count	1874
Unique (%)	26.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	574.9261266
Minimum	0
Maximum	11339
Zeros (%)	11.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	41
Median	182
Q3	674.25
95-th percentile	2460.8
Maximum	11339
Range	11339
Interquartile range	633.25

Descriptive statistics

Standard deviation	940.2302327
Coef of variation	1.635393121
Kurtosis	16.00755582
Mean	574.9261266
MAD	607.1503063
Skewness	3.312661351
Sum	4031382
Variance	884032.8906
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 4.5000e+00 1.2500e+01 ... 2.6005e+03 3.3570e+03 4.7150e+03 6.2540e+03 1.1339e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	783	11.2%
182	775	11.1%
1	109	1.6%
2	88	1.3%
3	57	0.8%
4	53	0.8%
5	37	0.5%
7	34	0.5%
12	32	0.5%
6	31	0.4%
Other values (1864)	5013	71.5%

Minimum 5 values

Value	Count	Frequency (%)
0	783	11.2%
1	109	1.6%
2	88	1.3%
3	57	0.8%
4	53	0.8%

Maximum 5 values

Value	Count	Frequency (%)
11339	1	< 0.1%
10971	1	< 0.1%
9853	1	< 0.1%
8211	1	< 0.1%
8140	1	< 0.1%

MESSAGES_SENT_3MONTH
Numeric

Distinct count	1676
Unique (%)	23.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	448.6812607
Minimum	0
Maximum	11219
Zeros (%)	25.6%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	58
Q3	509.25
95-th percentile	2154.9
Maximum	11219
Range	11219
Interquartile range	509.25

Descriptive statistics

Standard deviation	853.2071846
Coef of variation	1.901588632
Kurtosis	17.10451139
Mean	448.6812607
MAD	539.2740672
Skewness	3.489866094
Sum	3146153
Variance	727962.4999
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 6.5000e+00 1.7500e+01 ... 3.2535e+03 4.0245e+03 5.5355e+03 7.7830e+03 1.1219e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1792	25.6%
52	782	11.2%
1	103	1.5%
2	68	1.0%
3	46	0.7%
4	45	0.6%
5	34	0.5%
6	31	0.4%
10	26	0.4%
8	25	0.4%
Other values (1666)	4060	57.9%

Minimum 5 values

Value	Count	Frequency (%)
0	1792	25.6%
1	103	1.5%
2	68	1.0%
3	46	0.7%
4	45	0.6%

Maximum 5 values

Value	Count	Frequency (%)
11219	1	< 0.1%
7795	1	< 0.1%
7771	1	< 0.1%
7534	1	< 0.1%
7514	1	< 0.1%

MESSAGES_SENT_4MONTH
Numeric

Distinct count	1538
Unique (%)	21.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	368.3893326
Minimum	0
Maximum	8532
Zeros (%)	35.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	7
Q3	380
95-th percentile	1905.45
Maximum	8532
Range	8532
Interquartile range	380

Descriptive statistics

Standard deviation	773.2982339
Coef of variation	2.099133079
Kurtosis	17.20015051
Mean	368.3893326
MAD	478.0815862
Skewness	3.605769663
Sum	2583146
Variance	597990.1585
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 2.5000e+00 8.5000e+00 ... 1.9545e+03 2.5970e+03 4.4285e+03 5.5965e+03 8.5320e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	2462	35.1%
1	852	12.2%
2	56	0.8%
7	32	0.5%
5	31	0.4%
3	31	0.4%
4	29	0.4%
8	19	0.3%
10	19	0.3%
24	18	0.3%
Other values (1528)	3463	49.4%

Minimum 5 values

Value	Count	Frequency (%)
0	2462	35.1%
1	852	12.2%
2	56	0.8%
3	31	0.4%
4	29	0.4%

Maximum 5 values

Value	Count	Frequency (%)
8532	1	< 0.1%
8284	1	< 0.1%
7738	1	< 0.1%
6591	1	< 0.1%
6586	1	< 0.1%

MESSAGES_SENT_5MONTH
Numeric

Distinct count	1350
Unique (%)	19.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	298.1668568
Minimum	0
Maximum	7915
Zeros (%)	52.8%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	248.25
95-th percentile	1666
Maximum	7915
Range	7915
Interquartile range	248.25

Descriptive statistics

Standard deviation	702.1111538
Coef of variation	2.354759215
Kurtosis	23.8781278
Mean	298.1668568
MAD	409.5541532
Skewness	4.190392239
Sum	2090746
Variance	492960.0723
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 5.5000e+00 2.8500e+01 ... 1.7355e+03 2.1315e+03 2.8370e+03 4.4715e+03 7.9150e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3703	52.8%
1	69	1.0%
2	50	0.7%
3	34	0.5%
4	33	0.5%
5	30	0.4%
6	18	0.3%
23	17	0.2%
7	16	0.2%
9	16	0.2%
Other values (1340)	3026	43.2%

Minimum 5 values

Value	Count	Frequency (%)
0	3703	52.8%
1	69	1.0%
2	50	0.7%
3	34	0.5%
4	33	0.5%

Maximum 5 values

Value	Count	Frequency (%)
7915	1	< 0.1%
7856	1	< 0.1%
7616	1	< 0.1%
6775	1	< 0.1%
6718	1	< 0.1%

MESSAGES_SENT_6MONTH
Numeric

Distinct count	1179
Unique (%)	16.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	233.6339133
Minimum	0
Maximum	7228
Zeros (%)	58.8%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	143
95-th percentile	1410.7
Maximum	7228
Range	7228
Interquartile range	143

Descriptive statistics

Standard deviation	614.7985214
Coef of variation	2.631460959
Kurtosis	27.20245878
Mean	233.6339133
MAD	338.1931523
Skewness	4.552548692
Sum	1638241
Variance	377977.222
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 3.5000e+00 6.5000e+00 4.0500e+01 ... 1.5375e+03 2.0430e+03 3.1495e+03 4.7405e+03 7.2280e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	4122	58.8%
1	59	0.8%
2	45	0.6%
3	41	0.6%
6	28	0.4%
4	22	0.3%
5	20	0.3%
24	18	0.3%
12	17	0.2%
29	16	0.2%
Other values (1169)	2624	37.4%

Minimum 5 values

Value	Count	Frequency (%)
0	4122	58.8%
1	59	0.8%
2	45	0.6%
3	41	0.6%
4	22	0.3%

Maximum 5 values

Value	Count	Frequency (%)
7228	1	< 0.1%
7194	1	< 0.1%
6175	1	< 0.1%
6084	1	< 0.1%
5878	1	< 0.1%

MESSAGES_SENT_7MONTH
Numeric

Distinct count	1003
Unique (%)	14.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	174.0293782
Minimum	0
Maximum	7637
Zeros (%)	66.4%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	52
95-th percentile	1041.8
Maximum	7637
Range	7637
Interquartile range	52

Descriptive statistics

Standard deviation	537.8056282
Coef of variation	3.090315174
Kurtosis	43.06833909
Mean	174.0293782
MAD	267.1084815
Skewness	5.663544005
Sum	1220294
Variance	289234.8937
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 3.5000e+00 1.2500e+01 4.2500e+01 ... 1.1645e+03 1.8045e+03 2.4325e+03 4.7635e+03 7.6370e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	4654	66.4%
1	60	0.9%
2	38	0.5%
3	30	0.4%
6	21	0.3%
4	19	0.3%
17	17	0.2%
10	17	0.2%
5	16	0.2%
9	15	0.2%
Other values (993)	2125	30.3%

Minimum 5 values

Value	Count	Frequency (%)
0	4654	66.4%
1	60	0.9%
2	38	0.5%
3	30	0.4%
4	19	0.3%

Maximum 5 values

Value	Count	Frequency (%)
7637	1	< 0.1%
7145	1	< 0.1%
6697	1	< 0.1%
6566	1	< 0.1%
6209	1	< 0.1%

MESSAGES_SENT_8MONTH
Highly correlated

This variable is highly correlated with MESSAGES_SENT_7MONTH and should be ignored for analysis

Correlation	1

MESSAGES_SENT_9MONTH
Numeric

Distinct count	839
Unique (%)	12.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	127.0330861
Minimum	0
Maximum	10893
Zeros (%)	73.4%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	3
95-th percentile	791.9
Maximum	10893
Range	10893
Interquartile range	3

Descriptive statistics

Standard deviation	459.6003443
Coef of variation	3.617957795
Kurtosis	88.06280861
Mean	127.0330861
MAD	205.1806804
Skewness	7.465939323
Sum	890756
Variance	211232.4764
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 3.5000e+00 1.1500e+01 5.8500e+01 ... 1.1035e+03 1.3260e+03 2.1525e+03 4.9655e+03 1.0893e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	5147	73.4%
1	47	0.7%
2	37	0.5%
3	31	0.4%
4	23	0.3%
11	19	0.3%
8	16	0.2%
6	15	0.2%
7	13	0.2%
5	12	0.2%
Other values (829)	1652	23.6%

Minimum 5 values

Value	Count	Frequency (%)
0	5147	73.4%
1	47	0.7%
2	37	0.5%
3	31	0.4%
4	23	0.3%

Maximum 5 values

Value	Count	Frequency (%)
10893	1	< 0.1%
6806	1	< 0.1%
6079	1	< 0.1%
5575	1	< 0.1%
5541	1	< 0.1%

never_before_cricket
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	6314
1	698

Toggle details

Value	Count	Frequency (%)
0	6314	90.0%
1	698	10.0%

Num_Adults_in_LU
Numeric

Distinct count	8
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.856103822
Minimum	1
Maximum	8
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
Median	3
Q3	4
95-th percentile	5
Maximum	8
Range	7
Interquartile range	2

Descriptive statistics

Standard deviation	1.358019691
Coef of variation	0.4754798059
Kurtosis	0.1757026015
Mean	2.856103822
MAD	1.08756381
Skewness	0.7282440514
Sum	20027
Variance	1.844217481
Memory size	54.9 KiB

Histogram with fixed size bins (bins=8)

Histogram with variable size bins (bins=[1. 2.5 3.5 4.5 5.5 6.5 7.5 8. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2	2314	33.0%
3	1720	24.5%
4	1085	15.5%
1	987	14.1%
5	612	8.7%
6	215	3.1%
7	70	1.0%
8	9	0.1%

Minimum 5 values

Value	Count	Frequency (%)
1	987	14.1%
2	2314	33.0%
3	1720	24.5%
4	1085	15.5%
5	612	8.7%

Maximum 5 values

Value	Count	Frequency (%)
8	9	0.1%
7	70	1.0%
6	215	3.1%
5	612	8.7%
4	1085	15.5%

NUM_DROPPED_CALLS
Numeric

Distinct count	232
Unique (%)	3.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.14403879
Minimum	0
Maximum	5759
Zeros (%)	84.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	44.45
Maximum	5759
Range	5759
Interquartile range	0

Descriptive statistics

Standard deviation	93.0012051
Coef of variation	8.345377008
Kurtosis	2154.598891
Mean	11.14403879
MAD	19.30004167
Skewness	38.57224558
Sum	78142
Variance	8649.224151
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 3.5000e+00 5.5000e+00 ... 2.2750e+02 4.4850e+02 7.4300e+02 1.8545e+03 5.7590e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	5904	84.2%
3	72	1.0%
6	61	0.9%
12	33	0.5%
9	33	0.5%
8	30	0.4%
20	28	0.4%
17	27	0.4%
4	26	0.4%
2	26	0.4%
Other values (222)	772	11.0%

Minimum 5 values

Value	Count	Frequency (%)
0	5904	84.2%
1	15	0.2%
2	26	0.4%
3	72	1.0%
4	26	0.4%

Maximum 5 values

Value	Count	Frequency (%)
5759	1	< 0.1%
1981	1	< 0.1%
1728	1	< 0.1%
1447	1	< 0.1%
1326	1	< 0.1%

NUM_IVR_CALLS
Numeric

Distinct count	117
Unique (%)	1.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.346548774
Minimum	0
Maximum	335
Zeros (%)	28.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	3
Q3	11
95-th percentile	38.45
Maximum	335
Range	335
Interquartile range	11

Descriptive statistics

Standard deviation	16.46465458
Coef of variation	1.761575848
Kurtosis	45.67141258
Mean	9.346548774
MAD	10.0408017
Skewness	4.826216872
Sum	65538
Variance	271.0848504
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 ... 69.5 86.5 121.5 177. 335. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	2024	28.9%
1	660	9.4%
2	501	7.1%
3	396	5.6%
4	328	4.7%
5	267	3.8%
6	258	3.7%
7	222	3.2%
9	176	2.5%
8	166	2.4%
Other values (107)	2014	28.7%

Minimum 5 values

Value	Count	Frequency (%)
0	2024	28.9%
1	660	9.4%
2	501	7.1%
3	396	5.6%
4	328	4.7%

Maximum 5 values

Value	Count	Frequency (%)
335	1	< 0.1%
221	2	< 0.1%
178	1	< 0.1%
176	1	< 0.1%
174	1	< 0.1%

NUM_PAYMENTS
Numeric

Distinct count	102
Unique (%)	1.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	10.68953223
Minimum	0
Maximum	479
Zeros (%)	0.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
Median	7
Q3	12
95-th percentile	37
Maximum	479
Range	479
Interquartile range	9

Descriptive statistics

Standard deviation	13.98338925
Coef of variation	1.308138556
Kurtosis	187.6359258
Mean	10.68953223
MAD	8.037511808
Skewness	7.784755273
Sum	74955
Variance	195.535175
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 55.5 66.5 91.5 110. 479. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2	1160	16.5%
3	655	9.3%
4	454	6.5%
7	405	5.8%
5	394	5.6%
6	375	5.3%
8	374	5.3%
9	368	5.2%
10	314	4.5%
11	279	4.0%
Other values (92)	2234	31.9%

Minimum 5 values

Value	Count	Frequency (%)
0	13	0.2%
1	263	3.8%
2	1160	16.5%
3	655	9.3%
4	454	6.5%

Maximum 5 values

Value	Count	Frequency (%)
479	1	< 0.1%
113	1	< 0.1%
107	1	< 0.1%
102	2	< 0.1%
101	1	< 0.1%

Occupation
Numeric

Distinct count	9
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.505134056
Minimum	1
Maximum	9
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
Median	3
Q3	5
95-th percentile	9
Maximum	9
Range	8
Interquartile range	4

Descriptive statistics

Standard deviation	2.790523707
Coef of variation	0.7961246739
Kurtosis	-0.6317240439
Mean	3.505134056
MAD	2.342282271
Skewness	0.869238733
Sum	24578
Variance	7.787022561
Memory size	54.9 KiB

Histogram with fixed size bins (bins=9)

Histogram with variable size bins (bins=[1. 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	2659	37.9%
3	1202	17.1%
9	746	10.6%
2	627	8.9%
8	482	6.9%
4	479	6.8%
6	460	6.6%
5	343	4.9%
7	14	0.2%

Minimum 5 values

Value	Count	Frequency (%)
1	2659	37.9%
2	627	8.9%
3	1202	17.1%
4	479	6.8%
5	343	4.9%

Maximum 5 values

Value	Count	Frequency (%)
9	746	10.6%
8	482	6.9%
7	14	0.2%
6	460	6.6%
5	343	4.9%

officeadmin_occ
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	6669
1	343

Toggle details

Value	Count	Frequency (%)
0	6669	95.1%
1	343	4.9%

other_occ
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	6530
1	482

Toggle details

Value	Count	Frequency (%)
0	6530	93.1%
1	482	6.9%

PLAN_REVENUE_AMT
Numeric

Distinct count	9
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	47.36380491
Minimum	25
Maximum	70
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	25
5-th percentile	35
Q1	35
Median	50
Q3	50
95-th percentile	60
Maximum	70
Range	45
Interquartile range	15

Descriptive statistics

Standard deviation	9.164536133
Coef of variation	0.1934923968
Kurtosis	-0.4469437858
Mean	47.36380491
MAD	7.338912772
Skewness	0.05273770121
Sum	332115
Variance	83.98872253
Memory size	54.9 KiB

Histogram with fixed size bins (bins=9)

Histogram with variable size bins (bins=[25. 32.5 40. 47.5 52.5 57.5 62.5 67.5 70. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
50	2464	35.1%
35	1630	23.2%
45	1183	16.9%
60	719	10.3%
55	572	8.2%
30	155	2.2%
70	151	2.2%
65	134	1.9%
25	4	0.1%

Minimum 5 values

Value	Count	Frequency (%)
25	4	0.1%
30	155	2.2%
35	1630	23.2%
45	1183	16.9%
50	2464	35.1%

Maximum 5 values

Value	Count	Frequency (%)
70	151	2.2%
65	134	1.9%
60	719	10.3%
55	572	8.2%
50	2464	35.1%

prev_rate_plan
Categorical

Distinct count	49
Unique (%)	0.7%
Missing (%)	0.0%
Missing (n)	0

True Rate $45	1549
Cricket All_In35 (35N)	1433
Muve Smart (MVADR5)	1373
Other values (46)	2657

Toggle details

Common values
Composition

Value	Count	Frequency (%)
True Rate $45	1549	22.1%
Cricket All_In35 (35N)	1433	20.4%
Muve Smart (MVADR5)	1373	19.6%
Smart (ADR5)	516	7.4%
Muve Smart (MVADR3)	511	7.3%
ADRSmartphone All_In (ADR1)	343	4.9%
All_In Broadband45 (BBPIA45A)	213	3.0%
Smart (IPHONE3)	127	1.8%
Muve Smart (MVADR4)	98	1.4%
Smart (ADR3)	93	1.3%
Other values (39)	756	10.8%

Max length	36
Mean length	18.74401027
Min length	7
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

prev_rev_amt
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	47.229749
Minimum	30
Maximum	80
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	30
5-th percentile	35
Q1	45
Median	50
Q3	50
95-th percentile	60
Maximum	80
Range	50
Interquartile range	5

Descriptive statistics

Standard deviation	8.968421711
Coef of variation	0.189889252
Kurtosis	-0.2936897529
Mean	47.229749
MAD	7.100125236
Skewness	0.1763735576
Sum	331175
Variance	80.43258798
Memory size	54.9 KiB

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[30. 32.5 37.5 42.5 47.5 52.5 57.5 62.5 75. 80. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
50	2026	28.9%
45	1771	25.3%
35	1524	21.7%
60	696	9.9%
55	567	8.1%
70	153	2.2%
65	139	2.0%
30	133	1.9%
40	2	< 0.1%
80	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
30	133	1.9%
35	1524	21.7%
40	2	< 0.1%
45	1771	25.3%
50	2026	28.9%

Maximum 5 values

Value	Count	Frequency (%)
80	1	< 0.1%
70	153	2.2%
65	139	2.0%
60	696	9.9%
55	567	8.1%

professinal_occ
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	5810
1	1202

Toggle details

Value	Count	Frequency (%)
0	5810	82.9%
1	1202	17.1%

q
Categorical

Distinct count	4
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

DISC	4460
ACTIVE	2351
30 DAY	171

Toggle details

Common values
Composition

Value	Count	Frequency (%)
DISC	4460	63.6%
ACTIVE	2351	33.5%
30 DAY	171	2.4%
PREPAY	30	0.4%

Max length	6
Mean length	4.727895037
Min length	4
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

RATE_PLAN_NAME
Categorical

Distinct count	45
Unique (%)	0.6%
Missing (%)	0.0%
Missing (n)	0

Muve Smart (MVADR5)	1743
Cricket All_In35 (35N)	1517
True Rate $45	936
Other values (42)	2816

Toggle details

Common values
Composition

Value	Count	Frequency (%)
Muve Smart (MVADR5)	1743	24.9%
Cricket All_In35 (35N)	1517	21.6%
True Rate $45	936	13.3%
Smart (ADR5)	516	7.4%
Muve Smart (MVADR3)	511	7.3%
ADRSmartphone All_In (ADR1)	339	4.8%
All_In Broadband45 (BBPIA45A)	243	3.5%
Smart (IPHONE3)	151	2.2%
Smart (ADR3)	99	1.4%
All_In Broadband65 (BBPIA65A)	94	1.3%
Other values (35)	863	12.3%

Max length	36
Mean length	19.4774672
Min length	7
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

Religious_Magazine
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	7009
1	3

Toggle details

Value	Count	Frequency (%)
0	7009	> 99.9%
1	3	< 0.1%

retired_occ
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	6266
1	746

Toggle details

Value	Count	Frequency (%)
0	6266	89.4%
1	746	10.6%

RETURNS_COUNT
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	6989
0	23

Toggle details

Value	Count	Frequency (%)
1	6989	99.7%
0	23	0.3%

sales_occ
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	6533
1	479

Toggle details

Value	Count	Frequency (%)
0	6533	93.2%
1	479	6.8%

SERVICE_TYPE
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

Voice Service	6528
Broadband Service	466
Unknown	18

Toggle details

Common values
Composition

Value	Count	Frequency (%)
Voice Service	6528	93.1%
Broadband Service	466	6.6%
Unknown	18	0.3%

Max length	17
Mean length	13.25042784
Min length	7
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

SMS_1MONTH_TO_DEACT
Numeric

Distinct count	1460
Unique (%)	20.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	337.8254421
Minimum	0
Maximum	11167
Zeros (%)	54.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	269
95-th percentile	1903.45
Maximum	11167
Range	11167
Interquartile range	269

Descriptive statistics

Standard deviation	801.0577277
Coef of variation	2.371217877
Kurtosis	22.48666406
Mean	337.8254421
MAD	475.7941373
Skewness	4.033783839
Sum	2368832
Variance	641693.4831
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 4.5000e+00 8.5000e+00 ... 2.9840e+03 3.8250e+03 5.2000e+03 6.9500e+03 1.1167e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3788	54.0%
1	97	1.4%
2	69	1.0%
3	49	0.7%
4	42	0.6%
5	28	0.4%
8	25	0.4%
6	22	0.3%
7	22	0.3%
12	19	0.3%
Other values (1450)	2851	40.7%

Minimum 5 values

Value	Count	Frequency (%)
0	3788	54.0%
1	97	1.4%
2	69	1.0%
3	49	0.7%
4	42	0.6%

Maximum 5 values

Value	Count	Frequency (%)
11167	1	< 0.1%
8634	1	< 0.1%
7546	1	< 0.1%
7537	1	< 0.1%
6985	1	< 0.1%

SMS_2MONTH_TO_DEACT
Numeric

Distinct count	1582
Unique (%)	22.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	389.4740445
Minimum	0
Maximum	9642
Zeros (%)	45.4%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	10
Q3	404.25
95-th percentile	2015.15
Maximum	9642
Range	9642
Interquartile range	404.25

Descriptive statistics

Standard deviation	812.3853165
Coef of variation	2.085852262
Kurtosis	16.82190435
Mean	389.4740445
MAD	505.9680361
Skewness	3.557903279
Sum	2730992
Variance	659969.9025
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 3.5000e+00 1.2500e+01 6.5500e+01 ... 2.7500e+03 3.6515e+03 5.4495e+03 6.5080e+03 9.6420e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3182	45.4%
1	73	1.0%
2	57	0.8%
3	42	0.6%
5	27	0.4%
8	25	0.4%
4	24	0.3%
10	24	0.3%
7	22	0.3%
6	22	0.3%
Other values (1572)	3514	50.1%

Minimum 5 values

Value	Count	Frequency (%)
0	3182	45.4%
1	73	1.0%
2	57	0.8%
3	42	0.6%
4	24	0.3%

Maximum 5 values

Value	Count	Frequency (%)
9642	1	< 0.1%
8064	1	< 0.1%
8024	1	< 0.1%
6517	1	< 0.1%
6499	1	< 0.1%

SMS_3MONTH_TO_DEACT
Numeric

Distinct count	1347
Unique (%)	19.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	297.6496007
Minimum	0
Maximum	9749
Zeros (%)	59.6%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	208
95-th percentile	1708.8
Maximum	9749
Range	9749
Interquartile range	208

Descriptive statistics

Standard deviation	749.0499706
Coef of variation	2.516549557
Kurtosis	24.40975264
Mean	297.6496007
MAD	428.8362393
Skewness	4.2685931
Sum	2087119
Variance	561075.8585
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 1.1500e+01 3.8500e+01 ... 2.3260e+03 3.1445e+03 5.1315e+03 6.6760e+03 9.7490e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	4179	59.6%
1	61	0.9%
2	40	0.6%
4	27	0.4%
3	25	0.4%
8	19	0.3%
6	18	0.3%
5	17	0.2%
9	16	0.2%
7	15	0.2%
Other values (1337)	2595	37.0%

Minimum 5 values

Value	Count	Frequency (%)
0	4179	59.6%
1	61	0.9%
2	40	0.6%
3	25	0.4%
4	27	0.4%

Maximum 5 values

Value	Count	Frequency (%)
9749	1	< 0.1%
8641	1	< 0.1%
8032	1	< 0.1%
6775	1	< 0.1%
6577	1	< 0.1%

SUB_ACTIVE_PHONE_COUNT
Numeric

Distinct count	12
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.335282373
Minimum	1
Maximum	35
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
Median	1
Q3	1
95-th percentile	3
Maximum	35
Range	34
Interquartile range	0

Descriptive statistics

Standard deviation	0.9918187041
Coef of variation	0.7427782499
Kurtosis	475.8330685
Mean	1.335282373
MAD	0.5176507374
Skewness	16.28422318
Sum	9363
Variance	0.9837043419
Memory size	54.9 KiB

Histogram with fixed size bins (bins=12)

Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 5.5 7.5 35. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	5413	77.2%
2	1163	16.6%
3	298	4.2%
4	92	1.3%
5	25	0.4%
6	10	0.1%
7	4	0.1%
35	2	< 0.1%
8	2	< 0.1%
26	1	< 0.1%
Other values (2)	2	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
1	5413	77.2%
2	1163	16.6%
3	298	4.2%
4	92	1.3%
5	25	0.4%

Maximum 5 values

Value	Count	Frequency (%)
35	2	< 0.1%
26	1	< 0.1%
24	1	< 0.1%
13	1	< 0.1%
8	2	< 0.1%

SUB_COMP_NAME
Categorical

Distinct count	35
Unique (%)	0.5%
Missing (%)	0.0%
Missing (n)	0

0	6977
Cricket	2
Chef Crespi	1
Other values (32)	32

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	6977	99.5%
Cricket	2	< 0.1%
Chef Crespi	1	< 0.1%
BTOP - Whipple	1	< 0.1%
IRC	1	< 0.1%
A & J PROFESSIONAL CLEANING	1	< 0.1%
munoz multi media	1	< 0.1%
BTOP - Thomas	1	< 0.1%
Bulldog Recovery Co.	1	< 0.1%
BRITNEY SPARKS	1	< 0.1%
Other values (25)	25	0.4%

Max length	30
Mean length	1.074871649
Min length	1
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

SUB_DISC_REASON
Categorical

Distinct count	24
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0

NP	3809
0	2552
PO	315
Other values (21)	336

Toggle details

Common values
Composition

Value	Count	Frequency (%)
NP	3809	54.3%
0	2552	36.4%
PO	315	4.5%
FH	71	1.0%
TR	51	0.7%
BC	39	0.6%
BR	30	0.4%
MV	16	0.2%
NT	15	0.2%
OC	14	0.2%
Other values (14)	100	1.4%

Max length	2
Mean length	1.636052481
Min length	1
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	False

SUB_LPAY_AMT
Numeric

Distinct count	3659
Unique (%)	52.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	59.04212208
Minimum	-220.48
Maximum	1901
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	-220.48
5-th percentile	17
Q1	38.7
Median	51.925
Q3	66
95-th percentile	120.9045
Maximum	1901
Range	2121.48
Interquartile range	27.3

Descriptive statistics

Standard deviation	50.40169478
Coef of variation	0.8536565592
Kurtosis	535.8106221
Mean	59.04212208
MAD	24.57325063
Skewness	16.25867286
Sum	414003.36
Variance	2540.330837
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[-220.48 -69.075 -21.395 -5.45 -4.97 ... 130.44 170.35 221.25 347.45 1901. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
45	173	2.5%
35	109	1.6%
51	105	1.5%
50	87	1.2%
36	72	1.0%
17	70	1.0%
65	50	0.7%
46	45	0.6%
34	40	0.6%
30	37	0.5%
Other values (3649)	6224	88.8%

Minimum 5 values

Value	Count	Frequency (%)
-220.48	1	< 0.1%
-95.44	1	< 0.1%
-90	1	< 0.1%
-89.35	1	< 0.1%
-81.65	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
1901	2	< 0.1%
996.52	1	< 0.1%
804	1	< 0.1%
549.63	1	< 0.1%
473.7	1	< 0.1%

technical_occ
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	6385
1	627

Toggle details

Value	Count	Frequency (%)
0	6385	91.1%
1	627	8.9%

tenure
Numeric

Distinct count	426
Unique (%)	6.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	166.1688534
Minimum	0
Maximum	425
Zeros (%)	1.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	35
Q1	62
Median	150
Q3	241
95-th percentile	378
Maximum	425
Range	425
Interquartile range	179

Descriptive statistics

Standard deviation	107.7412576
Coef of variation	0.6483841911
Kurtosis	-0.6091776481
Mean	166.1688534
MAD	90.79619585
Skewness	0.614643054
Sum	1165176
Variance	11608.17859
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.5 3.5 26.5 57.5 ... 363.5 364.5 394.5 395.5 425. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
60	807	11.5%
91	264	3.8%
58	253	3.6%
121	194	2.8%
211	162	2.3%
180	137	2.0%
89	129	1.8%
61	128	1.8%
119	122	1.7%
90	118	1.7%
Other values (416)	4698	67.0%

Minimum 5 values

Value	Count	Frequency (%)
0	74	1.1%
1	16	0.2%
2	13	0.2%
3	10	0.1%
4	8	0.1%

Maximum 5 values

Value	Count	Frequency (%)
425	7	0.1%
424	10	0.1%
423	13	0.2%
422	7	0.1%
421	4	0.1%

TOTAL_CALLS_MADE_10MONTH
Numeric

Distinct count	603
Unique (%)	8.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	55.61965203
Minimum	0
Maximum	3459
Zeros (%)	82.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	389
Maximum	3459
Range	3459
Interquartile range	0

Descriptive statistics

Standard deviation	188.1917802
Coef of variation	3.383548321
Kurtosis	49.27444605
Mean	55.61965203
MAD	93.89544958
Skewness	5.705413623
Sum	390005
Variance	35416.14614
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 7.5000e+00 1.0450e+02 2.5250e+02 4.1450e+02 7.4250e+02 1.3050e+03 1.7975e+03 3.4590e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	5758	82.1%
1	21	0.3%
3	16	0.2%
7	13	0.2%
2	12	0.2%
4	11	0.2%
5	10	0.1%
102	8	0.1%
23	8	0.1%
38	8	0.1%
Other values (593)	1147	16.4%

Minimum 5 values

Value	Count	Frequency (%)
0	5758	82.1%
1	21	0.3%
2	12	0.2%
3	16	0.2%
4	11	0.2%

Maximum 5 values

Value	Count	Frequency (%)
3459	1	< 0.1%
2815	1	< 0.1%
2768	1	< 0.1%
1808	1	< 0.1%
1787	1	< 0.1%

TOTAL_CALLS_MADE_11MONTH
Numeric

Distinct count	529
Unique (%)	7.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	41.13648032
Minimum	0
Maximum	3162
Zeros (%)	86.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	293
Maximum	3162
Range	3162
Interquartile range	0

Descriptive statistics

Standard deviation	161.3889755
Coef of variation	3.923256785
Kurtosis	62.78336272
Mean	41.13648032
MAD	72.34522654
Skewness	6.506821845
Sum	288449
Variance	26046.40142
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.000e+00 5.000e-01 7.500e+00 5.950e+01 2.900e+02 4.925e+02 7.745e+02 1.315e+03 3.162e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	6063	86.5%
1	17	0.2%
6	10	0.1%
9	10	0.1%
4	8	0.1%
2	8	0.1%
7	7	0.1%
11	7	0.1%
36	6	0.1%
41	6	0.1%
Other values (519)	870	12.4%

Minimum 5 values

Value	Count	Frequency (%)
0	6063	86.5%
1	17	0.2%
2	8	0.1%
3	5	0.1%
4	8	0.1%

Maximum 5 values

Value	Count	Frequency (%)
3162	1	< 0.1%
2503	1	< 0.1%
2289	1	< 0.1%
2285	1	< 0.1%
1817	1	< 0.1%

TOTAL_CALLS_MADE_12MONTH
Numeric

Distinct count	496
Unique (%)	7.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	51.30590416
Minimum	0
Maximum	5626
Zeros (%)	90.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	278
Maximum	5626
Range	5626
Interquartile range	0

Descriptive statistics

Standard deviation	259.0477044
Coef of variation	5.04908175
Kurtosis	103.2115494
Mean	51.30590416
MAD	93.69059418
Skewness	8.52840772
Sum	359757
Variance	67105.71314
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.7500e+01 4.8500e+01 3.2300e+02 5.7350e+02 1.2655e+03 2.0995e+03 3.0285e+03 5.6260e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	6312	90.0%
1	12	0.2%
17	9	0.1%
9	8	0.1%
7	6	0.1%
5	6	0.1%
2	5	0.1%
3	5	0.1%
48	4	0.1%
267	4	0.1%
Other values (486)	641	9.1%

Minimum 5 values

Value	Count	Frequency (%)
0	6312	90.0%
1	12	0.2%
2	5	0.1%
3	5	0.1%
4	4	0.1%

Maximum 5 values

Value	Count	Frequency (%)
5626	1	< 0.1%
5120	1	< 0.1%
4057	1	< 0.1%
3770	1	< 0.1%
3484	1	< 0.1%

TOTAL_CALLS_MADE_1MONTH
Numeric

Distinct count	1304
Unique (%)	18.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	391.2107815
Minimum	0
Maximum	6399
Zeros (%)	1.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	15
Q1	148
Median	281
Q3	510
95-th percentile	1116
Maximum	6399
Range	6399
Interquartile range	362

Descriptive statistics

Standard deviation	383.5170687
Coef of variation	0.9803335869
Kurtosis	20.46115956
Mean	391.2107815
MAD	263.8325901
Skewness	2.986004987
Sum	2743170
Variance	147085.342
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 3.5000e+00 8.5000e+00 5.7500e+01 ... 1.4460e+03 1.8835e+03 2.5455e+03 3.4965e+03 6.3990e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
281	482	6.9%
0	78	1.1%
1	56	0.8%
3	39	0.6%
2	35	0.5%
58	22	0.3%
168	21	0.3%
6	20	0.3%
226	20	0.3%
93	19	0.3%
Other values (1294)	6220	88.7%

Minimum 5 values

Value	Count	Frequency (%)
0	78	1.1%
1	56	0.8%
2	35	0.5%
3	39	0.6%
4	18	0.3%

Maximum 5 values

Value	Count	Frequency (%)
6399	1	< 0.1%
5627	1	< 0.1%
3648	1	< 0.1%
3345	1	< 0.1%
3317	1	< 0.1%

TOTAL_CALLS_MADE_2MONTH
Numeric

Distinct count	1210
Unique (%)	17.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	305.6675699
Minimum	0
Maximum	3955
Zeros (%)	10.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	56
Median	183
Q3	418
95-th percentile	1009.45
Maximum	3955
Range	3955
Interquartile range	362

Descriptive statistics

Standard deviation	362.8367949
Coef of variation	1.187030718
Kurtosis	9.992741372
Mean	305.6675699
MAD	252.7424761
Skewness	2.540865918
Sum	2143341
Variance	131650.5397
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 5.5000e+00 1.2500e+01 ... 8.9850e+02 1.2895e+03 1.6455e+03 2.3055e+03 3.9550e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	711	10.1%
171	477	6.8%
1	95	1.4%
2	66	0.9%
3	46	0.7%
4	41	0.6%
5	39	0.6%
7	31	0.4%
6	30	0.4%
8	27	0.4%
Other values (1200)	5449	77.7%

Minimum 5 values

Value	Count	Frequency (%)
0	711	10.1%
1	95	1.4%
2	66	0.9%
3	46	0.7%
4	41	0.6%

Maximum 5 values

Value	Count	Frequency (%)
3955	1	< 0.1%
3386	1	< 0.1%
3230	1	< 0.1%
3223	1	< 0.1%
2966	1	< 0.1%

TOTAL_CALLS_MADE_3MONTH
Numeric

Distinct count	1144
Unique (%)	16.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	252.6858243
Minimum	0
Maximum	3623
Zeros (%)	25.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	110
Q3	358.25
95-th percentile	949
Maximum	3623
Range	3623
Interquartile range	358.25

Descriptive statistics

Standard deviation	354.2432529
Coef of variation	1.401911856
Kurtosis	10.56026732
Mean	252.6858243
MAD	248.9727961
Skewness	2.629827325
Sum	1771833
Variance	125488.2823
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 4.5000e+00 2.2500e+01 8.0500e+01 ... 7.7950e+02 1.0435e+03 1.6885e+03 2.2855e+03 3.6230e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1787	25.5%
81	477	6.8%
1	60	0.9%
2	42	0.6%
3	35	0.5%
4	30	0.4%
5	25	0.4%
8	20	0.3%
6	18	0.3%
14	18	0.3%
Other values (1134)	4500	64.2%

Minimum 5 values

Value	Count	Frequency (%)
0	1787	25.5%
1	60	0.9%
2	42	0.6%
3	35	0.5%
4	30	0.4%

Maximum 5 values

Value	Count	Frequency (%)
3623	1	< 0.1%
3600	1	< 0.1%
3115	1	< 0.1%
3050	1	< 0.1%
2963	1	< 0.1%

TOTAL_CALLS_MADE_4MONTH
Numeric

Distinct count	1083
Unique (%)	15.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	214.6969481
Minimum	0
Maximum	4891
Zeros (%)	35.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	50
Q3	311.25
95-th percentile	895.8
Maximum	4891
Range	4891
Interquartile range	311.25

Descriptive statistics

Standard deviation	345.9369676
Coef of variation	1.611280322
Kurtosis	16.37983287
Mean	214.6969481
MAD	239.09241
Skewness	3.074821898
Sum	1505455
Variance	119672.3855
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 3.5000e+00 5.5000e+00 ... 1.1515e+03 1.3790e+03 1.7835e+03 2.9565e+03 4.8910e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	2487	35.5%
3	489	7.0%
1	52	0.7%
2	34	0.5%
5	26	0.4%
4	25	0.4%
7	21	0.3%
33	20	0.3%
20	16	0.2%
57	14	0.2%
Other values (1073)	3828	54.6%

Minimum 5 values

Value	Count	Frequency (%)
0	2487	35.5%
1	52	0.7%
2	34	0.5%
3	489	7.0%
4	25	0.4%

Maximum 5 values

Value	Count	Frequency (%)
4891	1	< 0.1%
3600	1	< 0.1%
3599	1	< 0.1%
3168	1	< 0.1%
2972	1	< 0.1%

TOTAL_CALLS_MADE_5MONTH
Numeric

Distinct count	1026
Unique (%)	14.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	184.9107245
Minimum	0
Maximum	5712
Zeros (%)	48.6%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	3
Q3	259
95-th percentile	816.45
Maximum	5712
Range	5712
Interquartile range	259

Descriptive statistics

Standard deviation	336.2519271
Coef of variation	1.818455517
Kurtosis	29.8622248
Mean	184.9107245
MAD	222.0155741
Skewness	3.914787531
Sum	1296594
Variance	113065.3585
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 5.5000e+00 2.1500e+01 ... 9.9150e+02 1.2945e+03 1.9770e+03 3.5365e+03 5.7120e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3410	48.6%
1	51	0.7%
2	28	0.4%
5	23	0.3%
4	22	0.3%
3	21	0.3%
206	15	0.2%
10	15	0.2%
185	14	0.2%
162	14	0.2%
Other values (1016)	3399	48.5%

Minimum 5 values

Value	Count	Frequency (%)
0	3410	48.6%
1	51	0.7%
2	28	0.4%
3	21	0.3%
4	22	0.3%

Maximum 5 values

Value	Count	Frequency (%)
5712	1	< 0.1%
5011	1	< 0.1%
3583	1	< 0.1%
3490	1	< 0.1%
3366	1	< 0.1%

TOTAL_CALLS_MADE_6MONTH
Numeric

Distinct count	945
Unique (%)	13.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	153.3699373
Minimum	0
Maximum	4473
Zeros (%)	54.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	202.25
95-th percentile	733.45
Maximum	4473
Range	4473
Interquartile range	202.25

Descriptive statistics

Standard deviation	303.4646018
Coef of variation	1.978644624
Kurtosis	26.84396504
Mean	153.3699373
MAD	196.8338072
Skewness	3.943398754
Sum	1075430
Variance	92090.76457
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 6.5000e+00 1.6500e+01 ... 8.7350e+02 1.1335e+03 1.7145e+03 2.1760e+03 4.4730e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3802	54.2%
1	56	0.8%
4	33	0.5%
2	23	0.3%
3	23	0.3%
5	20	0.3%
6	18	0.3%
11	17	0.2%
7	16	0.2%
8	15	0.2%
Other values (935)	2989	42.6%

Minimum 5 values

Value	Count	Frequency (%)
0	3802	54.2%
1	56	0.8%
2	23	0.3%
3	23	0.3%
4	33	0.5%

Maximum 5 values

Value	Count	Frequency (%)
4473	1	< 0.1%
4040	1	< 0.1%
3700	1	< 0.1%
3534	1	< 0.1%
3250	1	< 0.1%

TOTAL_CALLS_MADE_7MONTH
Numeric

Distinct count	873
Unique (%)	12.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	124.4988591
Minimum	0
Maximum	3748
Zeros (%)	62.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	137.25
95-th percentile	648
Maximum	3748
Range	3748
Interquartile range	137.25

Descriptive statistics

Standard deviation	270.7137307
Coef of variation	2.174427401
Kurtosis	24.71522246
Mean	124.4988591
MAD	172.4252928
Skewness	3.916079019
Sum	872986
Variance	73285.92398
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 4.5000e+00 2.6500e+01 ... 9.5700e+02 1.2005e+03 1.5070e+03 2.1900e+03 3.7480e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	4351	62.1%
1	45	0.6%
2	21	0.3%
3	21	0.3%
4	20	0.3%
18	16	0.2%
12	14	0.2%
5	13	0.2%
31	13	0.2%
22	13	0.2%
Other values (863)	2485	35.4%

Minimum 5 values

Value	Count	Frequency (%)
0	4351	62.1%
1	45	0.6%
2	21	0.3%
3	21	0.3%
4	20	0.3%

Maximum 5 values

Value	Count	Frequency (%)
3748	1	< 0.1%
3329	1	< 0.1%
3267	1	< 0.1%
3248	1	< 0.1%
2991	1	< 0.1%

TOTAL_CALLS_MADE_8MONTH
Highly correlated

This variable is highly correlated with TOTAL_CALLS_MADE_7MONTH and should be ignored for analysis

Correlation	1

TOTAL_CALLS_MADE_9MONTH
Numeric

Distinct count	793
Unique (%)	11.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	97.52082145
Minimum	0
Maximum	3471
Zeros (%)	70.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	47
95-th percentile	587.45
Maximum	3471
Range	3471
Interquartile range	47

Descriptive statistics

Standard deviation	243.2611144
Coef of variation	2.494453089
Kurtosis	25.97955733
Mean	97.52082145
MAD	146.0828156
Skewness	4.177266983
Sum	683816
Variance	59175.96976
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.000e+00 5.000e-01 8.500e+00 3.950e+01 1.995e+02 ... 4.275e+02 7.415e+02 9.525e+02 1.553e+03 3.471e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	4911	70.0%
1	25	0.4%
4	14	0.2%
2	13	0.2%
8	11	0.2%
63	10	0.1%
5	10	0.1%
6	10	0.1%
30	10	0.1%
7	10	0.1%
Other values (783)	1988	28.4%

Minimum 5 values

Value	Count	Frequency (%)
0	4911	70.0%
1	25	0.4%
2	13	0.2%
3	9	0.1%
4	14	0.2%

Maximum 5 values

Value	Count	Frequency (%)
3471	1	< 0.1%
3046	1	< 0.1%
2787	1	< 0.1%
2710	1	< 0.1%
2394	1	< 0.1%

total_data
Numeric

Distinct count	6672
Unique (%)	95.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	4997444115
Minimum	0
Maximum	1.84e+11
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	2286686.9
Q1	145314630.8
Median	1584202504
Q3	6449820890
95-th percentile	2.017636371e+10
Maximum	1.84e+11
Range	1.84e+11
Interquartile range	6304506259

Descriptive statistics

Standard deviation	8669149854
Coef of variation	1.734716718
Kurtosis	65.42777484
Mean	4997444115
MAD	5395651100
Skewness	5.349182039
Sum	3.504207813e+13
Variance	7.51541592e+19
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 2.00000000e+01 1.06870000e+04 7.53760000e+04 5.46024500e+05 ... 2.63939134e+10 3.96454960e+10 5.55760450e+10 8.51615502e+10 1.84000000e+11], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
656580623	337	4.8%
0	3	< 0.1%
7692	3	< 0.1%
1.864257797e+10	1	< 0.1%
2841098364	1	< 0.1%
9485399128	1	< 0.1%
5279581562	1	< 0.1%
50371252	1	< 0.1%
152406318	1	< 0.1%
126535877	1	< 0.1%
Other values (6662)	6662	95.0%

Minimum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
40	1	< 0.1%
183	1	< 0.1%
215	1	< 0.1%
600	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
1.84e+11	1	< 0.1%
1.83e+11	1	< 0.1%
9.976371341e+10	1	< 0.1%
8.694574399e+10	1	< 0.1%
8.337735642e+10	1	< 0.1%

total_drop_calls
Numeric

Distinct count	20
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.104820308
Minimum	0
Maximum	121
Zeros (%)	98.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	121
Range	121
Interquartile range	0

Descriptive statistics

Standard deviation	1.914368385
Coef of variation	18.26333485
Kurtosis	2444.857358
Mean	0.104820308
MAD	0.2065910806
Skewness	43.89367723
Sum	735
Variance	3.664806315
Memory size	54.9 KiB

Histogram with fixed size bins (bins=20)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 3.5 5.5 6.5 17. 121. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	6910	98.5%
3	39	0.6%
2	21	0.3%
6	17	0.2%
15	3	< 0.1%
9	3	< 0.1%
1	3	< 0.1%
4	2	< 0.1%
10	2	< 0.1%
5	2	< 0.1%
Other values (10)	10	0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	6910	98.5%
1	3	< 0.1%
2	21	0.3%
3	39	0.6%
4	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
121	1	< 0.1%
48	1	< 0.1%
47	1	< 0.1%
43	1	< 0.1%
41	1	< 0.1%

total_messages
Numeric

Distinct count	3784
Unique (%)	54.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	3223.990588
Minimum	0
Maximum	56801
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	11
Q1	409.75
Median	1110
Q3	3767.75
95-th percentile	13424.85
Maximum	56801
Range	56801
Interquartile range	3358

Descriptive statistics

Standard deviation	5388.004958
Coef of variation	1.671222298
Kurtosis	18.88746572
Mean	3223.990588
MAD	3371.263138
Skewness	3.655535097
Sum	22606622
Variance	29030597.43
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000e+00 5.00000e-01 2.50000e+00 6.50000e+00 1.75000e+01 ... 1.44015e+04 1.82145e+04 2.41035e+04 4.23915e+04 5.68010e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
506	774	11.0%
1	78	1.1%
2	55	0.8%
3	36	0.5%
5	31	0.4%
4	28	0.4%
6	28	0.4%
11	24	0.3%
8	23	0.3%
9	21	0.3%
Other values (3774)	5914	84.3%

Minimum 5 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	78	1.1%
2	55	0.8%
3	36	0.5%
4	28	0.4%

Maximum 5 values

Value	Count	Frequency (%)
56801	1	< 0.1%
56284	1	< 0.1%
54002	1	< 0.1%
50822	1	< 0.1%
50798	1	< 0.1%

total_minutes
Numeric

Distinct count	6498
Unique (%)	92.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	4588.027403
Minimum	0
Maximum	162530.214
Zeros (%)	0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	33.96395
Q1	798.84575
Median	2062.875
Q3	5780.50575
95-th percentile	17032.7466
Maximum	162530.214
Range	162530.214
Interquartile range	4981.66

Descriptive statistics

Standard deviation	6979.9237
Coef of variation	1.521334353
Kurtosis	61.28951452
Mean	4588.027403
MAD	4340.578711
Skewness	5.196474549
Sum	32171248.15
Variance	48719334.85
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 2.02500000e+00 7.25900000e+00 3.64010000e+01 1.83923000e+02 ... 2.34847585e+04 3.08377830e+04 4.18848140e+04 6.95184190e+04 1.62530214e+05], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1023.933	470	6.7%
0.6	4	0.1%
0	4	0.1%
0.817	3	< 0.1%
0.833	3	< 0.1%
2	3	< 0.1%
0.033	3	< 0.1%
8.6	2	< 0.1%
1.4	2	< 0.1%
1.167	2	< 0.1%
Other values (6488)	6516	92.9%

Minimum 5 values

Value	Count	Frequency (%)
0	4	0.1%
0.033	3	< 0.1%
0.05	2	< 0.1%
0.067	1	< 0.1%
0.083	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
162530.214	1	< 0.1%
102082.22	1	< 0.1%
86010.832	1	< 0.1%
84796.903	1	< 0.1%
82896.28	1	< 0.1%

TOTAL_MINUTES_10MONTH
Numeric

Distinct count	1244
Unique (%)	17.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	134.9691968
Minimum	0
Maximum	8080.853
Zeros (%)	82.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	925.59425
Maximum	8080.853
Range	8080.853
Interquartile range	0

Descriptive statistics

Standard deviation	489.8546552
Coef of variation	3.629381124
Kurtosis	60.15180996
Mean	134.9691968
MAD	229.5597617
Skewness	6.436479185
Sum	946404.008
Variance	239957.5832
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000000e+00 1.6500000e-02 9.8300000e-01 1.2058500e+01 8.3015500e+01 ... 1.1963095e+03 1.6234185e+03 2.5143405e+03 4.2612085e+03 8.0808530e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	5758	82.1%
0.033	3	< 0.1%
3.8	2	< 0.1%
0.9	2	< 0.1%
1.333	2	< 0.1%
0.267	2	< 0.1%
44.366	2	< 0.1%
4.433	2	< 0.1%
0.367	2	< 0.1%
2.817	2	< 0.1%
Other values (1234)	1235	17.6%

Minimum 5 values

Value	Count	Frequency (%)
0	5758	82.1%
0.033	3	< 0.1%
0.05	1	< 0.1%
0.067	1	< 0.1%
0.1	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
8080.853	1	< 0.1%
7500.666	1	< 0.1%
7484.352	1	< 0.1%
7100.45	1	< 0.1%
6942.617	1	< 0.1%

TOTAL_MINUTES_11MONTH
Numeric

Distinct count	945
Unique (%)	13.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	101.571388
Minimum	0
Maximum	8471.421
Zeros (%)	86.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	679.48975
Maximum	8471.421
Range	8471.421
Interquartile range	0

Descriptive statistics

Standard deviation	438.2640666
Coef of variation	4.31483782
Kurtosis	89.96222713
Mean	101.571388
MAD	179.3761402
Skewness	7.870162007
Sum	712218.573
Variance	192075.3921
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000000e+00 1.6500000e-02 5.4915000e+00 9.7558500e+01 3.5667550e+02 7.4298350e+02 1.5324105e+03 2.5439165e+03 3.8779760e+03 8.4714210e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	6063	86.5%
90.167	2	< 0.1%
0.117	2	< 0.1%
2.717	2	< 0.1%
20.5	2	< 0.1%
0.433	2	< 0.1%
68.05	1	< 0.1%
89.251	1	< 0.1%
1121.301	1	< 0.1%
453.883	1	< 0.1%
Other values (935)	935	13.3%

Minimum 5 values

Value	Count	Frequency (%)
0	6063	86.5%
0.033	1	< 0.1%
0.05	1	< 0.1%
0.067	1	< 0.1%
0.083	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
8471.421	1	< 0.1%
7435.253	1	< 0.1%
7399.503	1	< 0.1%
7186.634	1	< 0.1%
6816.902	1	< 0.1%

TOTAL_MINUTES_12MONTH
Numeric

Distinct count	698
Unique (%)	10.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	126.7610568
Minimum	0
Maximum	17903.803
Zeros (%)	90.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	609.84165
Maximum	17903.803
Range	17903.803
Interquartile range	0

Descriptive statistics

Standard deviation	680.9838665
Coef of variation	5.372185148
Kurtosis	147.5838211
Mean	126.7610568
MAD	231.9082325
Skewness	9.93056771
Sum	888848.53
Variance	463739.0265
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000000e+00 2.5000000e-02 9.5850000e-01 2.6350000e+01 1.0523400e+02 ... 1.6900275e+03 2.6169200e+03 4.3482160e+03 7.3614265e+03 1.7903803e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	6312	90.0%
2.184	2	< 0.1%
0.067	2	< 0.1%
3.433	2	< 0.1%
965.816	1	< 0.1%
210.084	1	< 0.1%
86.251	1	< 0.1%
110.749	1	< 0.1%
433.883	1	< 0.1%
331.652	1	< 0.1%
Other values (688)	688	9.8%

Minimum 5 values

Value	Count	Frequency (%)
0	6312	90.0%
0.05	1	< 0.1%
0.067	2	< 0.1%
0.217	1	< 0.1%
0.3	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
17903.803	1	< 0.1%
13051.538	1	< 0.1%
12669.903	1	< 0.1%
9894.389	1	< 0.1%
8941.567	1	< 0.1%

TOTAL_MINUTES_1MONTH
Numeric

Distinct count	6373
Unique (%)	90.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	849.6596766
Minimum	0
Maximum	21489.294
Zeros (%)	1.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	13.6479
Q1	252.5545
Median	561.034
Q3	1106.292
95-th percentile	2564.51105
Maximum	21489.294
Range	21489.294
Interquartile range	853.7375

Descriptive statistics

Standard deviation	1003.3181
Coef of variation	1.180847023
Kurtosis	54.58243543
Mean	849.6596766
MAD	642.8898099
Skewness	4.801701666
Sum	5957813.652
Variance	1006647.209
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000000e+00 1.6500000e-02 2.5335000e+00 1.3032500e+01 1.7685050e+02 ... 3.0296765e+03 4.2129170e+03 5.5248260e+03 7.5213330e+03 2.1489294e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
561.034	470	6.7%
0	78	1.1%
0.6	4	0.1%
0.75	4	0.1%
0.95	4	0.1%
0.967	3	< 0.1%
0.233	3	< 0.1%
0.817	3	< 0.1%
1.35	3	< 0.1%
0.033	3	< 0.1%
Other values (6363)	6437	91.8%

Minimum 5 values

Value	Count	Frequency (%)
0	78	1.1%
0.033	3	< 0.1%
0.067	1	< 0.1%
0.083	1	< 0.1%
0.117	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
21489.294	1	< 0.1%
18315.449	1	< 0.1%
12391.517	1	< 0.1%
11789.054	1	< 0.1%
11185.214	1	< 0.1%

TOTAL_MINUTES_2MONTH
Numeric

Distinct count	5657
Unique (%)	80.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	678.2232316
Minimum	0
Maximum	21547.605
Zeros (%)	10.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	78.37125
Median	345.584
Q3	922.331
95-th percentile	2396.34835
Maximum	21547.605
Range	21547.605
Interquartile range	843.95975

Descriptive statistics

Standard deviation	918.036585
Coef of variation	1.353590591
Kurtosis	49.61378122
Mean	678.2232316
MAD	611.6982122
Skewness	4.251795437
Sum	4755701.3
Variance	842791.1714
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000000e+00 8.5000000e-03 1.0755000e+00 2.9170000e+00 6.3415000e+00 ... 2.9327175e+03 4.1469345e+03 6.7871240e+03 9.7049500e+03 2.1547605e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	711	10.1%
327.916	470	6.7%
0.233	5	0.1%
1.017	5	0.1%
0.6	5	0.1%
0.367	4	0.1%
0.183	4	0.1%
2.083	4	0.1%
0.1	4	0.1%
0.917	4	0.1%
Other values (5647)	5796	82.7%

Minimum 5 values

Value	Count	Frequency (%)
0	711	10.1%
0.017	4	0.1%
0.033	4	0.1%
0.034	1	< 0.1%
0.05	3	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
21547.605	1	< 0.1%
10377.568	1	< 0.1%
9032.332	1	< 0.1%
9008.935	1	< 0.1%
8417.487	1	< 0.1%

TOTAL_MINUTES_3MONTH
Numeric

Distinct count	4675
Unique (%)	66.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	571.3217824
Minimum	0
Maximum	18697.972
Zeros (%)	25.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	191.0255
Q3	775.74375
95-th percentile	2255.93525
Maximum	18697.972
Range	18697.972
Interquartile range	775.74375

Descriptive statistics

Standard deviation	916.1421906
Coef of variation	1.603548506
Kurtosis	37.63334288
Mean	571.3217824
MAD	600.791951
Skewness	4.117846561
Sum	4006108.338
Variance	839316.5134
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000000e+00 8.5000000e-03 4.1650000e-01 2.1495000e+00 7.9260000e+00 ... 2.9152935e+03 4.4322325e+03 5.6868500e+03 7.9779065e+03 1.8697972e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1787	25.5%
132.766	470	6.7%
0.033	5	0.1%
0.1	4	0.1%
0.217	4	0.1%
0.983	3	< 0.1%
6.3	3	< 0.1%
1.15	3	< 0.1%
1.1	3	< 0.1%
0.35	3	< 0.1%
Other values (4665)	4727	67.4%

Minimum 5 values

Value	Count	Frequency (%)
0	1787	25.5%
0.017	1	< 0.1%
0.033	5	0.1%
0.05	2	< 0.1%
0.067	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
18697.972	1	< 0.1%
12675.264	1	< 0.1%
9193.919	1	< 0.1%
8835.1	1	< 0.1%
8005.562	1	< 0.1%

TOTAL_MINUTES_4MONTH
Numeric

Distinct count	4004
Unique (%)	57.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	495.7200157
Minimum	0
Maximum	21846.617
Zeros (%)	35.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	75.9835
Q3	676.588
95-th percentile	2159.8752
Maximum	21846.617
Range	21846.617
Interquartile range	676.588

Descriptive statistics

Standard deviation	897.7666825
Coef of variation	1.811035774
Kurtosis	59.32695675
Mean	495.7200157
MAD	578.2233265
Skewness	4.812409068
Sum	3475988.75
Variance	805985.0162
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000000e+00 1.6500000e-02 2.2000000e+00 2.2335000e+00 1.1641000e+01 ... 2.9415020e+03 3.5310505e+03 5.1557180e+03 7.3338045e+03 2.1846617e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	2489	35.5%
2.217	470	6.7%
0.183	3	< 0.1%
1	3	< 0.1%
0.333	3	< 0.1%
0.5	3	< 0.1%
1.367	3	< 0.1%
1.3	2	< 0.1%
40.783	2	< 0.1%
648.166	2	< 0.1%
Other values (3994)	4032	57.5%

Minimum 5 values

Value	Count	Frequency (%)
0	2489	35.5%
0.033	2	< 0.1%
0.067	1	< 0.1%
0.083	2	< 0.1%
0.116	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
21846.617	1	< 0.1%
10849.633	1	< 0.1%
9595.468	1	< 0.1%
8183.115	1	< 0.1%
8137.419	1	< 0.1%

TOTAL_MINUTES_5MONTH
Numeric

Distinct count	3563
Unique (%)	50.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	434.4196152
Minimum	0
Maximum	20259.356
Zeros (%)	48.6%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	2.55
Q3	549.39925
95-th percentile	1971.8191
Maximum	20259.356
Range	20259.356
Interquartile range	549.39925

Descriptive statistics

Standard deviation	879.3609327
Coef of variation	2.024220136
Kurtosis	61.99967475
Mean	434.4196152
MAD	540.2643837
Skewness	5.384243212
Sum	3046150.342
Variance	773275.6499
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000000e+00 8.5000000e-03 3.0415000e+00 1.3342000e+01 5.1542500e+01 ... 3.0205610e+03 3.8953355e+03 5.1838765e+03 8.3552545e+03 2.0259356e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3410	48.6%
0.35	6	0.1%
2.1	2	< 0.1%
5.85	2	< 0.1%
0.983	2	< 0.1%
0.033	2	< 0.1%
0.95	2	< 0.1%
0.533	2	< 0.1%
1.367	2	< 0.1%
4.267	2	< 0.1%
Other values (3553)	3580	51.1%

Minimum 5 values

Value	Count	Frequency (%)
0	3410	48.6%
0.017	1	< 0.1%
0.033	2	< 0.1%
0.05	1	< 0.1%
0.067	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
20259.356	1	< 0.1%
11893.019	1	< 0.1%
11282.584	1	< 0.1%
10289.296	1	< 0.1%
10254.035	1	< 0.1%

TOTAL_MINUTES_6MONTH
Numeric

Distinct count	3154
Unique (%)	45.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	366.3108033
Minimum	0
Maximum	22351.386
Zeros (%)	54.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	419.7255
95-th percentile	1783.7983
Maximum	22351.386
Range	22351.386
Interquartile range	419.7255

Descriptive statistics

Standard deviation	821.3184297
Coef of variation	2.242135428
Kurtosis	98.90147402
Mean	366.3108033
MAD	485.0250007
Skewness	6.479951443
Sum	2568571.353
Variance	674563.963
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000000e+00 8.5000000e-03 3.0000000e-01 2.7585000e+00 1.9500000e+01 ... 2.8808765e+03 3.5968970e+03 5.1634530e+03 8.6894840e+03 2.2351386e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3803	54.2%
0.033	7	0.1%
1.55	4	0.1%
1.567	3	< 0.1%
0.1	3	< 0.1%
7.183	3	< 0.1%
0.8	3	< 0.1%
3.283	3	< 0.1%
575.951	2	< 0.1%
734.5	2	< 0.1%
Other values (3144)	3179	45.3%

Minimum 5 values

Value	Count	Frequency (%)
0	3803	54.2%
0.017	1	< 0.1%
0.033	7	0.1%
0.05	1	< 0.1%
0.067	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
22351.386	1	< 0.1%
12754.885	1	< 0.1%
10058.786	1	< 0.1%
8751.001	1	< 0.1%
8627.967	1	< 0.1%

TOTAL_MINUTES_7MONTH
Numeric

Distinct count	2622
Unique (%)	37.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	297.5939795
Minimum	0
Maximum	12861.519
Zeros (%)	62.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	269.86675
95-th percentile	1609.99915
Maximum	12861.519
Range	12861.519
Interquartile range	269.86675

Descriptive statistics

Standard deviation	706.9644641
Coef of variation	2.375600694
Kurtosis	41.61618888
Mean	297.5939795
MAD	421.3709671
Skewness	4.882803006
Sum	2086728.984
Variance	499798.7535
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000000e+00 1.6500000e-02 1.7165000e+00 7.2260000e+00 5.4809000e+01 ... 2.1546975e+03 2.7308755e+03 4.2301245e+03 5.2473160e+03 1.2861519e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	4351	62.1%
0.433	4	0.1%
0.033	4	0.1%
0.083	3	< 0.1%
0.583	3	< 0.1%
1.35	3	< 0.1%
268.617	3	< 0.1%
1.683	3	< 0.1%
0.067	2	< 0.1%
5.767	2	< 0.1%
Other values (2612)	2634	37.6%

Minimum 5 values

Value	Count	Frequency (%)
0	4351	62.1%
0.033	4	0.1%
0.05	1	< 0.1%
0.067	2	< 0.1%
0.083	3	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
12861.519	1	< 0.1%
10160.786	1	< 0.1%
8689.369	1	< 0.1%
8648.137	1	< 0.1%
7820.566	1	< 0.1%

TOTAL_MINUTES_8MONTH
Highly correlated

This variable is highly correlated with TOTAL_MINUTES_7MONTH and should be ignored for analysis

Correlation	1

TOTAL_MINUTES_9MONTH
Numeric

Distinct count	2084
Unique (%)	29.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	233.8826778
Minimum	0
Maximum	11265.152
Zeros (%)	70.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	77.63625
95-th percentile	1417.0267
Maximum	11265.152
Range	11265.152
Interquartile range	77.63625

Descriptive statistics

Standard deviation	649.7702762
Coef of variation	2.778188972
Kurtosis	53.75391123
Mean	233.8826778
MAD	355.4996262
Skewness	5.741655199
Sum	1639985.337
Variance	422201.4119
Memory size	54.9 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000000e+00 1.6500000e-02 9.0850000e-01 9.7080000e+00 5.0133000e+01 ... 1.8259490e+03 2.6310010e+03 3.2933005e+03 4.3065620e+03 1.1265152e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	4911	70.0%
57.4	2	< 0.1%
5.9	2	< 0.1%
2.766	2	< 0.1%
25.15	2	< 0.1%
209.999	2	< 0.1%
0.15	2	< 0.1%
0.367	2	< 0.1%
288.735	2	< 0.1%
1.45	2	< 0.1%
Other values (2074)	2083	29.7%

Minimum 5 values

Value	Count	Frequency (%)
0	4911	70.0%
0.033	1	< 0.1%
0.05	2	< 0.1%
0.083	2	< 0.1%
0.117	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
11265.152	1	< 0.1%
10585.396	1	< 0.1%
8741	1	< 0.1%
8197.018	1	< 0.1%
8082.351	1	< 0.1%

TRANSFER_COUNT
Highly correlated

This variable is highly correlated with RETURNS_COUNT and should be ignored for analysis

Correlation	1

TTL_FEAT_COUNT
Numeric

Distinct count	11
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	10.00085568
Minimum	4
Maximum	15
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	4
5-th percentile	10
Q1	10
Median	10
Q3	10
95-th percentile	10
Maximum	15
Range	11
Interquartile range	0

Descriptive statistics

Standard deviation	0.1584382424
Coef of variation	0.01584246863
Kurtosis	735.5214503
Mean	10.00085568
MAD	0.008268605787
Skewness	0.4142653577
Sum	70126
Variance	0.02510267664
Memory size	54.9 KiB

Histogram with fixed size bins (bins=11)

Histogram with variable size bins (bins=[ 4. 9.5 10.5 15. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
10	6991	99.7%
11	5	0.1%
14	3	< 0.1%
9	3	< 0.1%
7	2	< 0.1%
12	2	< 0.1%
8	2	< 0.1%
15	1	< 0.1%
6	1	< 0.1%
13	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
4	1	< 0.1%
6	1	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
9	3	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
15	1	< 0.1%
14	3	< 0.1%
13	1	< 0.1%
12	2	< 0.1%
11	5	0.1%

WINBACK_ADD_COUNT
Highly correlated

This variable is highly correlated with TRANSFER_COUNT and should be ignored for analysis

Correlation	1

Count
Matrix

First rows

	ABP	ACTIVE_PHONE_FLAG	autobillpay	AVG_CALL_DURATION	AVG_IVR_DURATION	bundle	BUNDLE_STATUS	CALLS_10MONTH	CALLS_11MONTH	CALLS_12MONTH	CALLS_1MONTH	CALLS_2MONTH	CALLS_3MONTH	CALLS_4MONTH	CALLS_5MONTH	CALLS_6MONTH	CALLS_7MONTH	CALLS_8MONTH	CALLS_9MONTH	CASH_PAYMENTS	CC_PAYMENTS	CHECK_PAYMENTS	churned	CPE_COUNT	DATA_1MONTH_TO_DEACT	DATA_2MONTH_TO_DEACT	DATA_USED_10MONTH	DATA_USED_11MONTH	DATA_USED_12MONTH	DATA_USED_1MONTH	DATA_USED_2MONTH	DATA_USED_3MONTH	DATA_USED_4MONTH	DATA_USED_5MONTH	DATA_USED_6MONTH	DATA_USED_7MONTH	DATA_USED_8MONTH	DATA_USED_9MONTH	Disconnect_Reason	DISCONNECT_REASON_NAME	DISTINCT_FEATURE_COUNT	DROP_CALLS_11MONTH	DROP_CALLS_12MONTH	DROP_CALLS_2MONTH	DROP_CALLS_6MONTH	DROP_CALLS_7MONTH	DROP_CALLS_8MONTH	DROP_CALLS_9MONTH	EBILL	ETHNICITY	FBNP_FLAG	GROSS_ADDS_COUNT	hh_income	HOTLINE_FLAG	management_occ	MESSAGES_SENT_10MONTH	MESSAGES_SENT_11MONTH	MESSAGES_SENT_1MONTH	MESSAGES_SENT_2MONTH	MESSAGES_SENT_3MONTH	MESSAGES_SENT_4MONTH	MESSAGES_SENT_5MONTH	MESSAGES_SENT_6MONTH	MESSAGES_SENT_7MONTH	MESSAGES_SENT_8MONTH	MESSAGES_SENT_9MONTH	never_before_cricket	Num_Adults_in_LU	NUM_DROPPED_CALLS	NUM_IVR_CALLS	NUM_PAYMENTS	Occupation	PLAN_REVENUE_AMT	prev_rate_plan	prev_rev_amt	professinal_occ	q	RATE_PLAN_NAME	retired_occ	RETURNS_COUNT	sales_occ	SERVICE_TYPE	SMS_1MONTH_TO_DEACT	SUB_ACTIVE_PHONE_COUNT	SUB_DISC_REASON	SUB_LPAY_AMT	technical_occ	tenure	TOTAL_CALLS_MADE_10MONTH	TOTAL_CALLS_MADE_11MONTH	TOTAL_CALLS_MADE_1MONTH	TOTAL_CALLS_MADE_2MONTH	TOTAL_CALLS_MADE_3MONTH	TOTAL_CALLS_MADE_4MONTH	TOTAL_CALLS_MADE_5MONTH	TOTAL_CALLS_MADE_6MONTH	TOTAL_CALLS_MADE_7MONTH	TOTAL_CALLS_MADE_8MONTH	TOTAL_CALLS_MADE_9MONTH	total_data	total_drop_calls	total_messages	total_minutes	TOTAL_MINUTES_10MONTH	TOTAL_MINUTES_11MONTH	TOTAL_MINUTES_1MONTH	TOTAL_MINUTES_2MONTH	TOTAL_MINUTES_3MONTH	TOTAL_MINUTES_4MONTH	TOTAL_MINUTES_5MONTH	TOTAL_MINUTES_6MONTH	TOTAL_MINUTES_7MONTH	TOTAL_MINUTES_8MONTH	TOTAL_MINUTES_9MONTH	TRANSFER_COUNT	TTL_FEAT_COUNT	WINBACK_ADD_COUNT
0	N	A	0	301.025974	83.142857	0	N	0	0	4	0	0	0	1	0	0	8	0	2	76	2	2	0	0	0	0	0	0	0	954351641	969473123	2166556298	1347405886	3612503062	3635360439	1963721805	2691873094	0	1	0	13	0	39	0	0	2	2	0	N	White	N	0	14000	N	0	0	0	1830	2370	1696	1402	1918	2019	556	556	738	0	4	77	21	51	3	50	Android	55	1	PREPAY	Muve Smart (MVADR5)	0	0	0	Voice Service	0	2	0	108.00	0	229	0	0	379	339	297	514	388	289	407	407	270	1.734125e+10	43	13085	6284.624	0.000	0.000	684.186	609.234	710.669	982.833	833.815	530.099	662.835	662.835	608.118	0	12	0
1	N	A	0	84.000000	124.400000	0	N	0	0	4	1	0	0	0	0	0	0	0	0	8	56	20	0	1	0	0	0	0	0	414463610	1089635283	575437279	0	0	0	0	0	0	1	0	12	0	0	0	0	0	0	0	N	African_American	N	1	45000	N	0	0	0	2713	2459	1207	0	0	0	0	0	0	0	1	0	5	41	4	60	Blackberry	55	0	ACTIVE	Muve Smart (MVADR3)	0	1	1	Voice Service	0	1	0	49.75	0	278	0	0	281	171	81	3	0	0	0	0	0	2.079536e+09	0	6379	1023.933	0.000	0.000	561.034	327.916	132.766	2.217	0.000	0.000	0.000	0.000	0.000	1	4	1
2	N	A	0	84.000000	70.611111	0	N	0	0	5	1	0	0	3	0	0	0	0	1	245	35	14	0	0	0	0	179322437	351065457	0	823105	1178476	2730597	51578367	97290114	365853075	253834409	228384394	343659822	1	0	15	0	0	0	0	0	0	0	N	Hispanic	N	1	14000	N	0	6	0	0	1	1	6	11	10	16	16	46	0	2	0	18	44	2	55	True Rate $45	45	0	ACTIVE	Smart (IPHONE3)	0	0	0	Voice Service	0	3	0	170.21	1	320	273	248	287	457	238	296	339	376	194	194	50	1.875720e+09	0	113	5860.926	583.151	363.251	509.949	924.316	522.420	652.502	773.037	744.032	361.400	361.400	65.468	0	6	0
3	N	A	0	93.952756	85.250000	1	Y	0	0	5	3	0	0	0	0	0	0	0	0	80	12	44	0	0	0	0	0	0	0	4147159291	0	0	0	0	0	0	0	0	1	0	13	3	103	4	1	8	0	2	N	White	N	1	62000	N	0	0	0	205	0	0	0	0	0	0	0	0	0	2	127	8	53	3	50	True Rate $45	45	1	ACTIVE	Muve Smart (MVADR5)	0	0	0	Voice Service	0	2	0	26.00	0	21	0	0	746	0	0	0	0	0	0	0	0	4.147159e+09	121	205	1111.800	0.000	0.000	1111.800	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0	11	0
4	Y	A	1	84.000000	150.483444	0	N	0	7	79	9	1	4	1	3	11	4	8	5	4	76	32	0	0	0	0	0	0	0	39870491	43889941	39693165	160106613	709656843	521893355	203751474	482464674	381102409	1	0	15	0	0	0	0	0	0	0	N	Hispanic	N	0	45000	N	0	0	0	298	373	181	224	439	225	522	522	376	0	3	0	151	52	9	45	Cricket Unlimited	30	0	ACTIVE	True Rate $45	1	0	0	Voice Service	0	1	0	34.50	0	260	0	0	508	554	550	645	527	637	513	513	494	2.582429e+09	0	3160	15355.684	0.000	0.000	1856.982	1895.715	1891.168	2060.204	1810.833	1538.331	1481.517	1481.517	1339.417	0	15	0
5	N	A	0	84.000000	67.857140	0	N	0	0	0	0	0	0	0	0	0	0	0	0	112	0	0	0	0	0	39919	0	0	0	518200000	122870000	15308661	201962	0	0	0	0	0	1	0	7	0	0	0	0	0	0	0	N	White	N	1	130000	N	1	0	0	6	2	8	9	8	3	0	0	0	0	3	0	0	28	1	35	True Rate $35	35	0	ACTIVE	Cricket All_In35 (35N)	0	0	0	Voice Service	0	2	0	66.00	0	172	0	0	81	72	90	87	96	150	0	0	0	6.565806e+08	0	36	904.168	0.000	0.000	86.450	99.084	115.482	101.183	144.502	357.467	0.000	0.000	0.000	0	7	0
6	N	A	0	22.000000	10.000000	0	N	0	0	0	0	0	0	0	0	0	0	1	0	180	0	0	0	0	0	0	3383054240	978965697	172724569	1599660413	899315418	1343772109	1742809945	1599350259	1299886046	1064804362	449076282	588831881	1	0	11	0	3	0	0	0	0	0	N	Hispanic	N	0	25000	N	0	872	594	2401	1735	887	1175	1092	1070	1102	1102	1119	0	3	3	1	26	9	50	Cricket True_Rate35 (3V5)	35	0	ACTIVE	Muve Smart (MVADR5)	1	0	0	Unknown	0	5	0	228.40	0	328	56	5	119	104	81	87	57	102	77	77	84	1.512225e+10	3	13149	447.409	44.468	2.966	78.703	51.336	27.118	48.333	18.518	66.148	32.733	32.733	44.353	0	9	0
7	N	I	0	84.000000	18.500000	0	N	0	0	3	1	0	0	0	0	0	0	0	0	40	0	0	1	0	0	39919	0	0	0	518200000	122870000	15308661	201962	0	0	0	0	0	28	TRANSFER	8	0	0	0	0	0	0	0	N	Other	N	1	35000	N	1	0	0	271	182	52	1	0	0	0	0	0	1	5	0	4	34	1	35	Smart (ADR5)	50	0	DISC	Cricket All_In35 (35N)	0	0	0	Unknown	0	2	TR	-5.38	0	0	0	0	281	171	81	3	0	0	0	0	0	6.565806e+08	0	506	1023.933	0.000	0.000	561.034	327.916	132.766	2.217	0.000	0.000	0.000	0.000	0.000	0	8	0
8	N	I	0	84.000000	171.571429	0	N	1	0	0	1	0	1	0	0	1	0	1	2	76	0	0	1	1	50334016	0	0	0	0	124294833	0	0	0	0	0	0	0	0	4	BM	15	0	0	0	0	0	0	0	N	White	N	0	25000	N	0	0	0	8	0	0	0	0	0	0	0	0	0	3	0	7	39	3	50	Android	55	1	DISC	Smart (ADR5)	0	0	0	Voice Service	8	2	BM	115.16	0	0	0	0	281	171	81	3	0	0	0	0	0	1.242948e+08	0	8	1023.933	0.000	0.000	561.034	327.916	132.766	2.217	0.000	0.000	0.000	0.000	0.000	0	11	0
9	N	A	0	84.000000	24.827586	0	N	1	1	1	1	2	1	2	5	1	2	1	1	96	0	0	0	1	0	0	17845764	8195660	0	17387578	17515322	14620425	17998229	5353594	16934557	22720080	22592499	16255363	1	0	7	0	0	0	0	0	0	0	N	White	N	0	35000	N	1	72	7	476	1054	1439	521	82	129	124	124	131	0	2	0	29	28	1	35	Cricket True_Rate30 (3V0)	30	0	ACTIVE	Cricket All_In35 (35N)	0	0	0	Unknown	0	2	0	72.52	0	305	32	1	124	179	270	214	150	85	117	117	117	1.774191e+08	0	4159	2484.155	41.783	0.083	229.583	511.368	374.784	260.333	309.649	125.150	225.669	225.669	180.084	0	7	0

Last rows

	ABP	ACTIVE_PHONE_FLAG	AVG_CALL_DURATION	AVG_IVR_DURATION	bluecollar_occ	BUNDLE_STATUS	CALLS_1MONTH	CALLS_1MONTH_TO_DEACT	CALLS_2MONTH_TO_DEACT	CALLS_3MONTH_TO_DEACT	CASH_PAYMENTS	CC_PAYMENTS	CHECK_PAYMENTS	churned	CPE_COUNT	DATA_1MONTH_TO_DEACT	DATA_2MONTH_TO_DEACT	DATA_3MONTH_TO_DEACT	DATA_USED_1MONTH	DATA_USED_2MONTH	DATA_USED_3MONTH	DATA_USED_4MONTH	DATA_USED_5MONTH	DATA_USED_6MONTH	Disconnect_Reason	DISCONNECT_REASON_NAME	DISTINCT_FEATURE_COUNT	EBILL	ETHNICITY	FBNP_FLAG	GROSS_ADDS_COUNT	hh_income	hotline	HOTLINE_FLAG	management_occ	MESSAGES_SENT_1MONTH	MESSAGES_SENT_2MONTH	MESSAGES_SENT_3MONTH	MESSAGES_SENT_4MONTH	MESSAGES_SENT_5MONTH	MESSAGES_SENT_6MONTH	never_before_cricket	Num_Adults_in_LU	NUM_DROPPED_CALLS	NUM_IVR_CALLS	NUM_PAYMENTS	Occupation	PLAN_REVENUE_AMT	prev_rate_plan	prev_rev_amt	q	RATE_PLAN_NAME	RETURNS_COUNT	sales_occ	SERVICE_TYPE	SMS_1MONTH_TO_DEACT	SMS_2MONTH_TO_DEACT	SMS_3MONTH_TO_DEACT	SUB_ACTIVE_PHONE_COUNT	SUB_DISC_REASON	SUB_LPAY_AMT	technical_occ	tenure	TOTAL_CALLS_MADE_1MONTH	TOTAL_CALLS_MADE_2MONTH	TOTAL_CALLS_MADE_3MONTH	TOTAL_CALLS_MADE_4MONTH	TOTAL_CALLS_MADE_5MONTH	TOTAL_CALLS_MADE_6MONTH	total_data	total_messages	total_minutes	TOTAL_MINUTES_1MONTH	TOTAL_MINUTES_2MONTH	TOTAL_MINUTES_3MONTH	TOTAL_MINUTES_4MONTH	TOTAL_MINUTES_5MONTH	TOTAL_MINUTES_6MONTH	TRANSFER_COUNT	TTL_FEAT_COUNT	WINBACK_ADD_COUNT
7002	N	I	84.000000	112.192308	0	0	0	4	0	0	3	0	0	1	1	88132104	1794900447	2440383395	2922584813	1823350901	239057335	0	0	0	20	NON-PAYMENT	11	N	Hispanic	N	1	45000	0	N	0	763	1623	143	0	0	0	1	1	0	26	4	4	50	Smart (ADR5)	50	DISC	Smart (ADR5)	1	1	Voice Service	0	1710	707	1	NP	42.00	0	94	0	0	4	0	0	0	4.984993e+09	2529	32.783	0.000	0.000	32.783	0.000	0.000	0.000	1	10	1
7003	N	I	84.000000	67.857140	0	N	0	0	0	0	70	20	5	1	1	0	39919	0	518200000	122870000	15308661	201962	0	0	8	DUPLICATE ACTIVATION	11	N	African_American	N	1	45000	0	N	1	271	182	52	1	0	0	0	3	0	0	17	1	35	Muve Smart (MVADR5)	50	ACTIVE	Cricket All_In35 (35N)	1	0	Voice Service	0	0	0	2	0	41.00	0	0	281	171	81	3	0	0	6.565806e+08	506	1023.933	561.034	327.916	132.766	2.217	0.000	0.000	1	10	1
7004	N	I	84.000000	71.535714	1	N	0	98	601	378	72	34	0	1	1	292168484	545495299	972389968	1140640050	547795827	305926827	0	0	0	20	NON-PAYMENT	10	N	White	N	1	14000	0	N	0	313	369	899	65	0	0	0	2	0	28	46	6	50	Cricket All_In35 (35N)	35	DISC	Muve Smart (MVADR5)	1	0	Voice Service	960	355	254	2	NP	97.09	0	93	403	591	126	0	0	0	1.994363e+09	1646	1302.851	400.334	733.101	169.416	0.000	0.000	0.000	1	10	1
7005	N	I	84.000000	67.857140	0	N	0	151	217	32	24	0	0	1	1	2981939703	2823162076	407398279	2796274782	3415677351	547925	0	0	0	23	PORT OUT (# ported to other carrier)	11	N	Hispanic	N	1	62000	0	N	1	86	83	0	0	0	0	0	5	0	0	5	1	70	All_In Broadband65 (BBPIA65A)	65	DISC	Muve Smart (MVADR4)	1	0	Voice Service	73	93	3	3	PO	-41.19	0	65	222	178	0	0	0	0	6.212500e+09	169	501.733	323.884	177.849	0.000	0.000	0.000	0.000	1	10	1
7006	N	I	33.217391	39.958333	0	0	0	68	554	785	3	0	3	0	1	282246781	2235645005	1777947172	1244750021	1084925707	1765169841	2243970102	370098499	1639892	20	NON-PAYMENT	11	N	African_American	N	1	14000	0	N	1	770	769	927	432	167	0	0	2	23	24	7	1	50	Smart (ADR4)	70	DISC	Muve Smart (MVADR5)	1	0	Voice Service	135	352	999	1	NP	53.26	0	153	542	440	787	564	157	0	6.710554e+09	3065	4565.086	1391.351	738.231	1126.268	1106.536	202.700	0.000	1	10	1
7007	N	I	25.571429	29.153846	0	0	0	47	487	486	3	0	0	1	1	63141182	469038133	237609664	688637386	201946881	471634614	115818216	8085006	0	20	NON-PAYMENT	11	N	White	N	1	35000	0	N	0	1122	1342	788	363	74	0	1	1	7	13	4	2	50	All_In Broadband45 (BBPIA45A)	45	DISC	Smart (ADR5)	1	0	Voice Service	335	796	1313	1	NP	53.33	1	125	527	558	478	91	1	0	1.486122e+09	3689	1663.603	488.701	626.835	458.101	89.883	0.083	0.000	1	10	1
7008	N	I	84.000000	103.384615	0	0	0	10	95	294	4	3	0	0	1	187316529	631784759	327165433	8095	383136544	454167951	420846631	397741751	536681	20	NON-PAYMENT	11	N	Hispanic	N	1	14000	0	N	0	0	480	459	146	144	102	0	6	0	13	7	4	45	True Rate $45	45	DISC	True Rate $45 - No Roam	1	1	Voice Service	216	147	437	1	NP	48.21	0	153	215	337	396	96	41	0	1.656438e+09	1331	2078.567	504.834	748.899	618.334	131.284	75.216	0.000	1	10	1
7009	N	I	84.000000	67.857140	0	0	0	0	265	31	1	0	0	1	1	0	4531483	26295	4557778	0	0	0	0	0	20	NON-PAYMENT	11	N	White	N	1	62000	0	N	1	95	0	0	0	0	0	0	5	0	0	2	1	35	Cricket All_In35 (35N)	35	DISC	Cricket All_In35 (35N)	1	0	Voice Service	0	90	5	1	NP	36.00	0	63	296	0	0	0	0	0	4.557778e+06	95	507.150	507.150	0.000	0.000	0.000	0.000	0.000	1	10	1
7010	N	A	122.583333	104.086956	0	0	2	0	0	0	5	1	0	0	1	0	0	0	20495746	11696606	1631718	1129388	740560	411868	1	0	11	N	White	N	1	17500	0	N	0	892	405	360	729	412	166	0	3	48	46	6	4	45	True Rate $45	45	ACTIVE	True Rate $45	1	1	Voice Service	0	0	0	1	0	49.30	0	153	1910	1589	1531	1012	1641	596	3.610589e+07	2964	10495.821	2573.000	1829.719	1906.301	1217.666	2305.568	663.567	1	10	1
7011	N	I	84.000000	48.923077	0	N	0	190	236	0	120	8	0	1	1	19998562	5346859	0	25345421	0	0	0	0	0	6	CHILD PUNISHMENT	11	N	White	N	1	62000	1	Y	1	1106	479	0	0	0	0	0	1	0	13	12	1	35	Muve Smart (MVADR5)	50	30 DAY	Cricket All_In35 (35N)	1	0	Voice Service	973	612	0	1	0	98.53	0	48	420	6	0	0	0	0	2.534542e+07	1585	429.465	421.615	7.850	0.000	0.000	0.000	0.000	1	10	1

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows